{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ihwKAu1e4k18",
        "outputId": "d4abe437-4550-408f-cd8d-a1bd9897dc90"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "--------------------------------------------------------------------\n",
            "\n",
            "Simulated 5.0 min PPG @ 100 Hz, mean HR ~70.0 bpm\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "--------------------------------------------------------------------\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "--------------------------------------------------------------------\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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+KioqUjZCmaIoWL6tEl3a5CIvyz+B55Zvq0DHVs3QIjsj2VlJaWrro1i+vQID2xcgFDSOzJIOKIqCn7dWoEdxHppl+qe+S5oG+6tqsfNgNXqVpOZ4oBKJKvhp6wH0LW2BrHAo2dlJC7YdOIL6SBSdWuUmOyueUV5RjcO19ejaJi/hzxaV13xlc1tRUQEAKCwsBAAsXrwYdXV1GD16dOyaXr16oWPHjpg/fz4AYP78+ejfv39MsAWAMWPGoLKyEitWrGA+p6amBpWVldS/VOd/K3fizGe/wfinv052VmJ89ctuTHjmG5z213nJzkrKc+usnzBxxnd4cvYvyc6KL3h7yTacPf1bXPjC98nOiqQJMvih2Rj71NdYuT21x4Znv1iHiTO+w81vLE12VtKCaFTBiY98gRGPfYlDNU3XNPL4aXMw6ol52HuoJtlZ4eIb4TYajeLmm2/GiSeeiH79+gEAysvLkZmZiYKCAura4uJilJeXx64hBVv1vHqOxbRp05Cfnx/716FDB5ffJvG8/9N2AMCmvYeTnJM4nyxvKP+dlf5tAKnCB43f9+9fbUhyTvzBrMVbAADLtlUkOSeSpki0cT3zu/V7kpsRh/zz64b+Qu2LJd4SIRbCdx9s+uNe2Z4q84uShG+E28mTJ2P58uV44403PH/WXXfdhYqKiti/LVu2eP5Mr/HjQnXAj5lKcRT4xopIIpFIJBx8ZPHpGX5+Q18Yq11//fX48MMP8dVXX6F9+/ax4yUlJaitrcWBAwco7e3OnTtRUlISu+aHH36g0lO9KajXaMnKykJWVpbLb5FcAj6UJP2XI0lTISBrl0RijmwmCSUN5FkKP79vUjW3iqLg+uuvxzvvvIMvvvgCXbp0oc4PHjwYGRkZmDNnTuzYmjVrsHnzZgwbNgwAMGzYMCxbtgy7du2KXTN79my0aNECffr0ScyLSCSShCI12JJE4OfBW+I/ZL/kH5KquZ08eTJmzpyJ9957D82bN4/ZyObn5yMnJwf5+fm48sorMWXKFBQWFqJFixa44YYbMGzYMBx//PEAgNNPPx19+vTBJZdcgkcffRTl5eW45557MHny5CannTXCjxN0HyqTUx452EokiUMKKxIrkP1zOtQcP5teJFW4fe655wAAI0eOpI6/9NJLuPzyywEATz75JILBIM477zzU1NRgzJgxmDFjRuzaUCiEDz/8EL///e8xbNgw5Obm4rLLLsODDz6YqNeQSCQJRpolSCTmyFYiSVeSKtyKSP3Z2dmYPn06pk+fzr2mU6dO+Pjjj93MmkTiS/w7T5ZImh4+VkwJ4ce9GE0ZSnOb4nVHBD+/om+8JUic4cc+TGrXJF7hx/oukfgN2U4SizRj8Q9SuG0i+LEPkx2rRCJJZaSoIrFCOmhrUwUp3DYR/Lj85L8cSSQSSfog++DEEk0D6ZY0J/Xz60rhViKRSCQSicQhPpb1PMHPZhhSuJVIUgg/u16RSJoasrlJrJAO9YV6Rx+/rxRufcYXq3fiX9+UWb7Pj8tPfjSVkDQNnFStH8r24dkv1iISjffMc1btxEvfWm93EjHe+XEr3lq8NdnZcExVTT3+OvsXrNpRmeysCGGnD95ZWY3HP1uD7QeOxI4t2LAXz36xFtGoj6UZP6Bw/0goL35Thrmrd5lfaINUqQG+CL8riXPFy4sAAAM7FGBwp5ZJzo1E0vS44IX5AICiFtm4YEgHAMCVrzS0u2M6tsTADgXJylqT5HBtPW558ycAwOg+xcjPyUhyjsTRLrs+8b9f8K9vy/D0nLXY+Mj4JOXKW656dRF+3lqBT5bvwJxbRwIALvz79wCAtvk5OG9w+yTmzt/4YZl+0cZ9+NOHKwHAkzqaKquHUnPrU3ZWVlu7QSpJ04LU6FZSgw27q3THyq22O4kpNXXR2O/qukgSc+KcZdsOJDsLlrAzLPy8tQIAsJ7RPsr26I9J4vjBz+2OCm/7sBSxSpDCrcQ7pFWCRCKRSNIFPwt7bpEiilsp3PoVqxXIjwET/JgnicSIVOm4JYlB1gcaPyy7+5lUWbJ3AlkH/Py6UrhtIkgtaXrg586kaSAL2G2aUt+UahN2t8te9j/G+GHJ3uv2lip1QAq3PkXOkCUSb5FtLPGkysAokdiBrN/pENDBz0jhtongR31CU9LYSPxFqmnQJJLk4G47keKaMX5Ysk9k3+hnBYEUbn2KnPRJJB4j21hCkH2ZJG3wgbeERJol+LltS+FW4hlStyZJNfzcWacqtB1iahWwboNQmndqsn0YQxZPUzVLoLTTScyHGVK49SlWK400AZBIJH4klXeQp7psK8eFxNJUBVqSVHlFKdw2Efxogyg7VomfYfXRKdJvpxSU5jbFCjjFsus5qaZ5TzTpsKEsVd5KCrc+xaq2w4+CpJ245hKJCLJqpQ7kIJ8qA2NTQTaTxOKHiZzX35yUTfy8KiOF2ybAuz9uwxsLtyT8uZXVdbjh9R8xZ9XOhDzvX9+U4f73V0BRFHyxeidueP1HVBypS8izRYhGFdz19s94/YfNzPOKouD+91fgX9+UcdN44n9r8PSctV5l0Xe89G0Z7ntvuVAnuWJ7Ba57bTE27D5EHVcUBfe+uxyvzt9o6dmsZ/q4r05dqA0oDX80tJVlmLmA3VaaIl+v3Y3rZy7Bvqpa4Xtmr9yJG1//EYdq6j3MmQUUYE35QVz32mKs3XnQ9PJIVMGdb/2MNxfy+8QHPliBf369wTCd6roIbnlzKT78ebutbCcKJQ0mcqnyXuFkZ0DinJvfXJqU5z41ey0++Gk7PvhpOzY+Ml533u0Z5IMfrgQAnDmwFFe8vAgA0Co3E/ef1dflJ9ljzupdeP2HLXj9hy349XEdded/2lqBl7/bCAC4YngX3fndB2vwzBfrAAC/O6kLmmU2/eb5wAcN3/SsQe0wuFNLw2vPnf4daiNRrNheiY6FzWLHfyjbh39/vwkAcOmwzp7lVWIPljaroa1sxusALh6qbyt+QWdz66BTu+TFHwAAWeEQnrhgoNA9V73a0M+VFuTgznG9LD/TixWOC/8+HwcO1+GHsv1YdM9ow2v/t6IcbyzcgjcWbsGFx+q/87JtFXjp240AgN+d1JWbzr/nb8I7P27DOz9uw4QBpY7y7yV+MEtIqLcEbx/lCKm59SmpoEEqrzySlOdWEVqMHRXJyQOLShMt8mET7UttJBr7HYmmQAVwkSoBzZRaPpv2HqaOH6x2T6slbQrdh+U6yE8rLolm+wHrfdauympbz3J7L4YC4MDhhm+351CN6fUHTL6zqEZ6t8Cz/IYfxnBPzAZ88F4iSOHWpzSJQdajGWQTKBkmZHE11XeUpB+kBivVNtn4pR/2Ry4kZtDVO/lfzfPmlvxX5CKFW4lneOXBwc9G7IaYFAe5nKRE+dc1RZx8UbvLcKxqlKpVy88ojN9yo5M17E4K3F6itrzR2fS8WAZTpb6QkyE/LL55kQXaz60PXpKDFG59ihxkUw+zgcSsIyfP+7nTaGqk7GQpRVBSWHOrxY0Ju522neLFljb4I3pXvI560d5SpS5K4VbiGV4ZtvvB3QoLU+HWiubWR+/VVFGLWJa1t/hjwLeHX/Lrk2z4pjz8it8ilHltcuuDV+QihVuf4udKo5K0PKZA2dghnW1uk6k9TbeyTibqd5Z+iq1ht300mWJOkRehfcAmJw9k2/JGc5saPaYUbiWe4VV/lKpL9pTwyuogAibnJZ6QDr4pkwkriEOqCLee2CzaSNQv9dLLfDSFPo+2L0/992EhNbcSR/i4zsTwwwDlp3IytaklCowt25I2txIj3Ix+R278aAoDrN/wg+9Pt3Cj2tkqAZvF5naUSC8/n9EGLD+Gl2fhB80tidc2tz54RS5SuPURTW1g9czm1qfFZOV9WZ1OOtvcJtNbQlPVsPiFVNH0+JlUraNW9hmk+sQH8J99uTc2t6mxQVQKtz5CaWIaJO9cgXmSrOdQwqvJtak6mKUiqVqfUgWWt4RU0cT5pXJEfeIa0Mt+ySdF7Qg/mCWQLcsT4dNnAjwPKdz6CKN6Ul0XwX3vLcdzX67H3e8sE4oOY8bOymrc9fYyPD1nLf704UoqKta/vikzjffNqti7Dlbj7neWYfm2CuF8rN15EHe9vQzbDxzBnkM1uPudZVi2Vex+O43rxW/K8OI3ZdZvdAjZ6dz51jJs3U9H2lLontE1Zi7YjOlz17mXIIAPftqOaZ+scjQJUzTrWz9vPYC731mGvQ7qtjY/K7dX4q63lzEjPFkZfGav3In73luOqe8txxerd1rO16a9Vbjr7WWYPned43LTsnjTPtzz7jJUHPZn1K+og8Gw4nAd/vjOMizetN/dTDH49/yNeH7eeu8VC0kWCNbtauhvtf2PWzw9Zy3eXLjZ8n1GglgiTOA+XV6Ohz9aiagDB7W0CY4LmWqkbE9D/7F5r7Vv5n1V8690m9Tg9V999RUee+wxLF68GDt27MA777yDc845J3b+0KFDuPPOO/Huu+9i79696NKlC2688UZce+21sWuqq6tx66234o033kBNTQ3GjBmDGTNmoLi4OAlv5AyjjS3/+GoDXpm/Kfb33kM1eOGSIY6eN+U/S/Htur2xv/uWtsDEY9rjUE09HvxwJQDgV4M7IL9ZhnCad/z3Z8xdsxszF2zGDaO6C91z1rPf4khdBKt2VKJN8yzMXrkTMxdsxsZHxjOvd9KcDlbX4U+N73b+4PbIzxF/N6eQHfRbS7ZixfYKfHrzybFjXjkAv/udZQCA8f3bonPrXFfSvOH1HwEAQ7sUYlQve21NO5ad9ey3AIADh2sxY9Jg4XQClF9HIESU8xlPfw0A2Lr/MP595VDTfPDG16teXRT7/er8Tdy6yeM3Ly7Aln3xsKvHdirE6D7u9FHnPTcfQEPI5mkTB7iSprvo7RBFhZWHPlqJWYu34jWD/sANolEF9763AgBw5sDS2HFtdUjWPgM3tYDnzvgOB6vr8dOWA/j4ppOs5cMkG2vKD+Kvs38BAFx4bEdLGvpkawGv/b/FAID+7QtwFlEHrEAFOHDxhS76+3zsrKzBgg178cUfRhpeS+3t8EDjT7s7cz99t0iq5raqqgoDBw7E9OnTmeenTJmCTz/9FP/3f/+HVatW4eabb8b111+P999/P3bNLbfcgg8++ACzZs3CvHnzsH37dkycODFRr+AqRvVki2aW/cvOQ46ft2rHQervHRUN2q26+niLqIlEuPezOvo15Qf1B2Hc0I/UNTxj5fZK/LLT/H4nnUYt8W51EXdbvtXNG6s5ZQV4s6QlGsfdCnsO1tq+l6epEanbvJLmpamt6ySJWD4kBVsA2O3CyouW9burXE/TDWgFvbWyXrfbeT8nAllvDnvQTpxiV4hgdUkHqxveb+WOSgc5YlNZbX/1wC+mWKxVHlG8srndWdnQX2zYY62Ne1GmfrMr5pFUze24ceMwbtw47vnvvvsOl112GUaOHAkAuPrqq/HCCy/ghx9+wFlnnYWKigq8+OKLmDlzJkaNGgUAeOmll9C7d298//33OP744xPxGq5hZVnaDza5ZlmgbX9ojZrIPWLPSn45qJi/nskVHi1p+RUv7NNsuVlyIHzZxYvm61cr1lTQ9PDy6PWGnKaG1TqoHSPcSjdZJKMvMcKL9iY3lLnACSecgPfffx/btm2DoiiYO3cufvnlF5x++ukAgMWLF6Ourg6jR4+O3dOrVy907NgR8+fP56ZbU1ODyspK6p8fsNIY/Ful2IgK4zztp1vva+aOyy2cTj6c2H3x8uG3fsiL/FjpbOPeEpoGfnDNxyJqsurih4k67YuX/TuZJLKInNQjJ/f6oR44hTZLSE4eTP2pO0S6AnOBZ555Bn369EH79u2RmZmJsWPHYvr06Tj55AY7xfLycmRmZqKgoIC6r7i4GOXl5dx0p02bhvz8/Ni/Dh06ePkawhjN+rS2S27UWV4/5NogSQqSordwjrvlaD9R479fHLV7rUlwkmZi457zn5WMCYBfhKZEYLbJxqjMk9FejfOTnBmE7QhlLmfXLB+08kCx9AH9qtW3glcbyizlgfjtjeaW+O3jCYnvhdvvv/8e77//PhYvXownnngCkydPxueff+4o3bvuugsVFRWxf1u2bHEpx6kNs6JarLtk52bHJQmvM/ZE8HM5VTOfjWYDjRfO7v3b9dC45QbPzjdNlTIyw6/utejPydDcJiwnfHjCrSdmCT6Z+PJwUotEzQxYGLV7v65KGJEswY9WBHmhQEi+dlqEpNrcGnHkyBHcfffdeOeddzB+fMMu2QEDBmDp0qV4/PHHMXr0aJSUlKC2thYHDhygtLc7d+5ESUkJN+2srCxkZWV5/QqWcauiKIpiKzJNbJlWMB9WHiGeJscswYsBx+WGqd21rz8vjlszbq9topwIVE6+KVVNqEmF+bOsnPMKPw8KbsPyAkK286iiIMSpR25H2OIhakeYNG8JdjW3Lk94zHJBfq+IpjGajUtNoU34Ycme1qx6kL7P7Ip5+FZzW1dXh7q6OgSDdBZDoRCijR6tBw8ejIyMDMyZMyd2fs2aNdi8eTOGDRuW0Py6gRV7HaNKZbdCq7exYsHbeY6diFtcswTN9iOr6erv9BbW9zEbqL1wI+O5FspBifLudZJNW8J8MoRbD9L0q3bLrA76YVOK35fEE6q5dVCRjFbrmBN+zSQn1fHKFZilPCRQs+qX4CIskqq5PXToENatizuXLysrw9KlS1FYWIiOHTtixIgRuO2225CTk4NOnTph3rx5ePXVV/HXv/4VAJCfn48rr7wSU6ZMQWFhIVq0aIEbbrgBw4YNSzlPCYCJrZemvzHURAk+j5emFzM/pzM8t/KRqA6UaeFh8mwv7LXozTH+whN7MFuybRKW2Tx4UCoIt6z25w+bW3Yd8MYcysY9NjNip04Y3WJFoaH91g1lrN07otfqs/Pk08qtwQ9usrwwb+M+y9PUnZFU4XbRokU45ZRTYn9PmTIFAHDZZZfh5ZdfxhtvvIG77roLkyZNwr59+9CpUyc8/PDDVBCHJ598EsFgEOeddx4VxCEVYesmG/9WjP8mMVrmEyFKdTj2l+jMlulZBAV6Yyft1UuDfzObWyuP80Jz6wXOvoU7grfd3cHqtUkxS0j8I5MGa/JAfzOjexMD5f7Lh1/Hbo4SLRJq+3wzG1x6zPNfuVslKiise4mRHOFK+pQA799vllThduTIkYaFU1JSgpdeeskwjezsbEyfPp0bCCKV8ItAI6q5sPIckXdToDAF5tr6KBaU7WPmiZdqXSSKHzcfwMAO+cgKh6hnqEQVBQcO12Lj3sMY1KHANH8sIlEFizftx4D2+YYd+cHqOizeuN8wLS86JR/3PZ50vFybW4NjomY4buLn72LG7oM12FlZjX7t8qnjZFvIziDanMlgmKjVlDXlB9E8O4zSghzdOZ4GUSRr2r7mpy0H0LGwGVrmZjKvt9PPm92zaW8VIlEFXdvkWU5bi5F+wUwAJe/V2tyyvjPtJk4sf37GD8I6pcDxQML2g7szEXy7oSwdMTIHsLK8ZHewUCutk8ZB5pOyubWVowbue38FXv8hHqtc5PUe+nAlXpm/Cecd0x5PXDCQeW9UUTDisS9RcaQO/77yOJzUo43lvD3zxVo89flanNqrCOcPbk88h87kxBnfYe0u8WhL7nlLIDsif/VETkJDUpo/8rcdwcHh/X4hUUu3xz7c4K3moxuHo29pXMB99ot1ePLzX3BKzzZ46bfHxY6TJWqmvdPi1huVV1RjzFNfAQAzjK8TbdQjn6zGi9+U4ZxBpbjw2I749T++R7PMEFY+ONZRnnn501IXiWLEY18CAFY9OBY5mfGJhdsb8qztsxAoR8EldL+a3GjxhVmCx8Kn3FAmsYzbmlC7z3drNk0JIAKCTAABplkCKdiK8sr8TQCAt5ZspY5rO5+KIw3hIues2mX5GQDw8ncbG+5fvUtjlkBfJyLYUtojlwz1PTdLcHQvR/C2mqhDU5Nk7HBOZSFaZcGGfdTfr8zfCACYu2Y3dZwVIMHMhMdt1nDCerPyYDU3L35TBgB4d+l2zF3T0I8cruWHLXcbNXw5AOw/bD8ctoqTSRJ5bySqmG4YM1LopCb0ymBScuCx8Gk2WfULUrj1ExYqpTvmAhrjfkbaVhso30+tWDoiM3Qn2shEhQ60t/RI/HapU0rGkrsobgmVTrXTClzKiKVnuo9ftVssO3dSCDKa+CbqnXjae10wHRcyZOfbi/YHrtQrQ7MEs+ezzTtYfzccS74w6CZ+eAWv7X5Txc+tFG59hCVXYAbnbXcSjfeRpghOOhwjTaYTnDQob+PGW99Ax8OtvPm47+HmzbLiVkA2ZYd91d+UTG8aTRfjyYcfljbJ7x7x2L2RnW9vtJJjJG4ner5jtFPfzFOGUbn4dN6mw2+aaE9WeKnfPnhJDlK49RFGg7TObZdBpXKzurnmkkpwQ5mItwS38mEW896t59i73618uJ8mL32ruCVIRgQmYzE51mxp1JUcmePfIcE+/NDZ7N8qiVjaNO1ViDxEogYdsdPn2ERYc+tCm3LiCoxE7wrM+Bo/CINOMRLuk5OH1EvfLaRw6yPcqif2N5Sx7rdolkAuN9oYI8TMEqynG7ue0zDdKXtny0GedIw+7nycbOLh2fKZlTvL9CMZA5IXGpVERfNSEX0DlputRNvcmhFNQh2wglGWDHObYJUnmc9IVDF100ceES13P9ur+2HJnhfwyJuH+fdbSOHWR9CbaowrjWFn5+KSuJOZmdWOKyC4lcFJ5+ZEoDIj6mLabg2wTiYqPFxzWedwMsC6l5c31mZJVj583FenLKyNkuLL0YkPv6t1YUWSrOVxo2pJ2iy7UX+N50jGDzDSxDKLVVTBEGArTfyGHWHd9Tx4rll1p9/2Ginc+ggr9cTwWsGEeBHKnBj5cztGN1W3DuAJVG70Q047FS+iiVGirUuJuuXwnifgWBWeSWHE1FbdNB+J0ty6n6Zf7RJZ0ysvTYJM88N4HlmnI37chGmQEbeFKCcTCjIn2kmCmY9j0ffwo2Zdxc5qpad58CATyegv7SCFWx9h3DC0YQvV/xt3GJaery7Tkmk52FxhR9jzeoBmLUu7ljYlnDpL272AHu53Pl4EG3EyYFkZIFmnE7iI5ymp4S2B0ccYFboH78S0/STttqnJkgftx9Y9/Lu8Lj4rS+3aPQ1m31lUUOL5tfYbyfC8osVrDxSp0l9K4dZHUFpFQWnQbLC29HyGwGxZc0vlw5qwx4tQprvOQYuiGj65nOdCM3WsufVgOcmLjojMmzMtjzudsDXNrf5aetncz921v9AKI1w3gAzhyMjdlhdYsfF1tKLj0QTDKB9ub8rireiJoBVmzTT0dvLuicDmwR6HpJklkL891tz6ubuUwq1P2FdVi0c/XRP7W7TOsK5jNaq6SBR/nf0LFm7cx7iDTkvbuS/auA9Pzv4FdRZ95Ggbwb+/34T3f9pueI/VscFq46U7X7c1t0TaNlq9F51S1EBwK6+oxl8+XY2t+w/bTtMtswSrkPVEyFuCqjE00x7Zz5Il/OxCxy6870nXa5aA4/zZh2rq8dhnq7Fie4XptWb+Vg1tbt1RhdLPjip4Zs5afLN2D/8WweTc9sv70rdllvolnWLEpG0Ja/At5MEOrDTX7z6Ev3y6GvurxANjuL9J2QYeCdivzt+Ij37eoVEQ+Lcfk+F3fcKdb/2M/63cGfvbvKErjdfpL2TVt3/P34Sn56zF03PWxsJPirjuiSoKzn9+PgCgZbMMXH5iF7OMaXLYwJZ9h3Hvu8sBAGcNLGVez4tQpk/XHYHKbdskN3fKeuEtQVunrnp1EZZtq8Cny8sx9w8j3XmeBdxaPrOrSWBPDFnpe6Epcj1J/9rcMgZ8o0mXHR7/bA1e/m4jps9dzwyvS2LWZyY68Mkny8vxxOxfALBDAwPGdZAWKJ3nh6xHD3ywEsd1KRS+V1uOZm1cVINPh/UVzo4wrLyd9cw3qKqNYP2uQ/j7pUOE0vHD5lQvJs7rdx/C1PdWAAA+uemk+LP8K9tKza1fWLJ5P/W32YAaX95jnGNU7nW7RcK/Nvyf17mv311lmgYzQUB49iuiaHBmB+yOQMVOm/hto4PxIm9GWrNl2xq0XGV7rH1X1/JGDoSUiYg1IlR+jO82dyTvjWZR90z3k/QtLPMTtwfF5dvMNbax/FjQ3Gqv9WICsXmf+cqJoeaW+O1G29Rqe/ccivfdViJnRqLWbG5F+3UvlvtZeatqDKG8oIy/2qmFN0lKJF7kgRy/nY5ziUIKtz7F3HZQ/b+Y5pZ1jBcYgq/FMK/IvGUwagcyb+kYipANpxPNitsDAZ22Mw2Kwv3DPl5oobyI8uYkGdosweQ5JoKN2Xm38ERz69MdZawVEtEB2Is3YruDY5/3ekOOKEb12siu1e0NZWZENRMDs4mjnf7YG+GWn2Ztvbg2RXya7R20QsOL9JOvnRZBCrc+QVtJTGfIgjaEZIpi1/E7S6sCm3YWL5SOxxvKePaVbrRRN2fM7kWGI9N0S+PqgebWgUmHiDCiaP7POtfwm6W59ULAcT/NZIu2PNma9X3MNHpWMUuCnDSbLY8b2dzy7mE9RxSncxI6AIWztAB9PbJivqXt892aONLfT+gW16iujwhfq3DGzkTixeSMl4rcUCaxjLbS8Hcis+4VF2Tpi4zzIdJY6Yg08d8im3609/NwIhh46V/TaRAHTwRR4rdbHZF76dj/FmR7sOQtgTHYmk3g2BNIZ4XgZ42H27BeVfTbe6GMNvvGon1VQr+hYT74+XWj/Kz439b2YWaaWVt9ngfl7tZ39lprKpQHjgLHm/T925FJ4dYnWHW/EtdEMToMu89s/D9vs4fVxspbpudpRgIIiNncOhAi6c6Ufdwubm4oc6vL8MSO1yVTB7cGAiFhRKH+x80H637bk8UE41OrBKqAY2XpsrbRSj9gZldtpKkkTT/sZluXpsA9RmVE9WkO9iPE0GTISppa+2qzPtFK6GzWPW7hmgbSoYLD5Sy4lgeyStQ7kAkSiRRufYK2kog6oxfVKolUQpapg6gAaPZM0WVnEW8JjnbWk52vy2sqzrWkXgiizOTdS9NROtYHNhZWTBoUaqDW13f2AMxIRzx7aQ/Tt7CgOyEvwu+augKjJm/8vDkNlqMi5NvbIB9G2k9bZhKavy21L83YYUUzK6rBT7TNrRXcCinuLBPeCp/0Spl/e0Ip3KYoaqUS1SpZWT7gLRmKdrDx6+MI+SKF90EceIK7K1joyJm3ezDr98LUIUpn1EE6nDQdpGO+4mGsuxWN+Oe0LL0ZFLxX3drJN6n5U7+VqD9Q0X7LSq6sLI+LakxVvNKeGxW7kfDpjlmChWuJi7U2t2aTCmE/txbyI4rihsYb3psECOWB+O1FMCC3g4Z4hRRufYpwhDLWMaY2VyAtk4FHaMcuxx+hqB2bCE4EA769kPNW6lbELcBF7agHmgT3HJUrjF9iAo3VuqUeNWsbzPOMgc8v35ckEWYJxvlmZ4D6tszVIe9HSLO2accUK5GunkTz4YUrMCvR5PRmCfRZ3fUm58m0WL/dwi3bUS8UFFbxOny0Fe80yUQKtz6BZ/8aOw/2eTM7Jl56DWkGONewOxKjTkWt5GSKsxZt4aTDTkM0iAN5/9dr9+DbdfzIPlp4bkxE+oC6SBQzF2zGRo5fWKc2vNqJxC87D+LNhZsdmU+4IURs2luF1xZsirnEccu0w8lAQJWVhYkTczJIpiXanhx26j4eEwyxtyKhb3N0HeLfK7qsbpYtK23TaNnVgwBlQu+4ckclFnGiS/K0anb4cs0uVBypo45ZCoxC9jdR87YlupLm0mIRF0/CnWvSVBQFby/Zaskns9M8OHmv+kgUr/+wGet2HeJGhPTzhjIZocwnaBuCaSelaP7POGWUvhFc1zJGnQ/j5F7C8TM123PYk2gHnEn/XIANfz4DwaBAdDOOsCdSPi9+U4ZHPlkNgB1JyGkHrBX2Tn/yKwBARsj+HNQN7xAjHvsSAFBxpA7XjezummkHT0AVW2WIX0TbSBpfz/aWQObJWKtnJY+JINHaIaf+m1m+tBMxQJpN0mmb2/hxv2huAeD85+dz+h13tJpVNfW4/KWFjPTJP4zT0JazWd54GnNdHnj5cQnWWJAZDlrycdtwL1/w+3rtHkz5z08A+JHo3MCttvX6wi2xqKKzrh0WO27FO00ykZpbnyIq25r5bLTzTK4AKHAvN4iDsM2tNc1tLH3Bd7Zj46WyYMNew/NumiWQeft5q/2ZvpuDwoINDZojt5YIXQvGYWEZjlUeZqYbotpcK7g1KJB5S4SzBKeaWzW/op5F3DK1MPNjS2scxTRT8T7Pef6cIK79NP52h2vZ/lytfHPyyojGLIFp8sP5rbvOY7MEVp+WHbYuHlH9kiaba8oP2smaozw4Kaolm/Yzj4sEZPIDUrj1Kebhdxs1IIxz7N3d5pVQvYYfxMG8o+dRTwm3/OvE3OKIaddY0J2Puw3TqQmA6A5yS2kKDnx203QrHcsBQojrI4pY3Wo4rxdcaM2U2GTRsXDrkrZSNOCAWzhfkWj8P3E+ERpQKryzyWRFtD6x8i3kp1tzm6tBHDQZJpUFdquKpUko9a21G8qM25bo+OJJfWH0RZnhkPVkLK4GeoHXeXDLFaTXSOHWp2grDT+IA6t6mUyRec9U6P8DYO50ZmHW4dRH4gl54bRdtBFrl/5jvwUKyEyrbDRrF4FeTnIL9zUebmlued/Cah4iJoIL/VAyDf094ppb8zwaZsOlD0yWQyI0iIYBWHh9FON+M42eVSx8dtM9CUbLruQ7mj4zQdKNuHeHBEwiKDMDcy2iaD3wOuQry3NLlh3NLdWHaycatrLmCC8mAhFKJvCveCuFW58iWmlEB15WaiICs6jNpll+6yLmHXBAcPsIS1tlJ2Sm2+2SLh9nibsniLqXplpf3NIG82yerWZTRPujaP5PPoeOwMQSfOxNFhMB+bpe+ITVYscNEGvS5vXudy1mAiBVhwTNXFQvGrxST9S4bzRJJPPmiubWdEUx/juiiITfZd9r9zq7sOqgLeGW/K1JMlH1wYm5FwmvTUSipKLKwQM8Rgq3PsWs0sQHa8ZgbNJ5mz5b4DfvHl5HX080CGPtjz2bW3tmCcRxgdvNcuZU6POzCQEvTU9851rMgxU3cyxBwJ7m1tl7u/VZRG3N3cJOvWQJR6J1XVjbZfrdjeuIViiLHTdKs/Esr88ym2i5hbDm1uTJvPPWIpQRvxXFtK8Q3afgtVkCa2NbJiHcio6fTlaj3MKb/jn+m1opcyV1b5DCrU8xG0RidZapVBKrcjr3Yo2JcmfqRh2nSQdIam55WlYFCgQcHrBtbjXP52uljdNxAm+m6zQtR+l4bJbgJEknwjz5XhGBOsrW0urzwdQuMTLnuCw9+BYJWfY06gN4Zc+4RuFe4Q30RJb1PcWvZV3Hws5bie614OFkX4TQ9zNOgspfRNMnm00qRCYSInmwA6svysqI29yS45dhOgbmE4kyS1C4f1iDCjVNftcEr7rYRQq3PkFbRURn2ayrWDNt1nX6Zzbez+noDTvOmBaDfb4+wm/0NOY9QD2joxE34+AI7gKYdU5kavZcJrkjNJJQNtMOo/Cory/qvscMM3MAI+j3EtNcac/H7D9NNvKZLafawa0hwa3ISqI495agMI45z5dZEmbaTV6d1l/LHvBjZwXCxOpMByxs+jKP8qVNm3yucdo8pYOVb65tX7TnCT1+2VDGSj+LcMFYXc/2JGGcjitZs4zXmluqz/evbCuFW78iWifNlnqsptdwLbvDEQniwEPcLME8f6ylWNHlWV7n40YbpdOzIwSQabnTa3ihuXUqxLPutZo1nubW3CxBL7iYaY9E25gV3BqfyXdP9IYyOxtmmJv4DCqRW3bEpsvjxCFjswR9/XHT5tas/rIEUNF2ZFZnuc+21E7ptkhezpw4mpxnnfNiuZ+l9MgIx79sNcdNmhbqfZIk+XkRlZJsE25GG/USKdz6BJ6JAI/Y8h7jMuYxoWfq7zfqOK0IY3URc+FWdEOZyDIxd8DxcNetm5vVrN5fXlGN05+ch3/P38hNxyjJiiN1GPe3rzF97jqBvFnr3H7ZeRCnPvElPvhpOz8dTi/80c87MOqJL7G6vFJzb/y31gbsmTlrccbfvsbBajrSkvY+ljs9UROEUY/Pww9l7IhRIihQMHf1Lox64kv8uHm/7XQSPbjYmZCwy9xYo2cVs7xod/Hr72fXRW350u3JprBogNnGWKvutGhNsvGzeSs7t7/1c/xZmnP7qmox9qmv8Pev1jfmhc6rqcZcMCAAN7CQS7A2YZH5qa4TWyJxe0XCDqz25hSyfG6d9RPzWX5DCrc+QVtHtA2DFyqXVbfYAq94LeQt02pTsCIoinhLaAjiYJ4/lpZWdMmdJ5C73UidCh1W73/009X4Zech3PveCu41RnXgpW/LsGpHJR77bI1A3sTSVLn5jaVYv7sKN7z+I50fzm+SyTOXYMPuKtxodK9mcH9i9i9YuaMSr87fRFzPEgpY9+vzwDp2qKYeF7wwn5NrcxQF+O3LC7FhdxUu+9cPttOhBLEEmCjYGbxZ7czOKoWTgdpUc0v8jhgs6VjpM0TLh+zyrAjprOc4cQUm8h201zz7xTqsLj+IP3/cELmRLketoMXIE5U2/7lm6TiFaa5EHKvVGhCLkCTJzwsBm1d3fCzbJle4/eqrr3DmmWeitLQUgUAA7777ru6aVatW4ayzzkJ+fj5yc3Nx7LHHYvPmzbHz1dXVmDx5Mlq1aoW8vDycd9552LlzZwLfwhtM2wVjYI6fMu68+Uk2XMVzeK59FkvI4elehf3cCuhuhTS3HCmZK9wKlZCJn1uH2gUnHbhIdCGjPNUIhJlUy9Tqe1bV1jOP8yca+kSrajTvR1xC+yWN/66L6F3WsDRvtJBtrBlzCzLFKsElTxZuunrz6nmmZS6YbbeW3Fnp8II4aNNl5Zs3Ibdj32/HLIHMlfG+CGOETLs0lxzWtG2tGZt5+F32vfrHir2jXVgCoR13daIrZV5CZ9WdXPBke2mWwKGqqgoDBw7E9OnTmefXr1+P4cOHo1evXvjyyy/x888/495770V2dnbsmltuuQUffPABZs2ahXnz5mH79u2YOHFiol7BM0xtB9VBQlDTJEJMAODkQ5uulUgldaSfPIN3CwrUSEd+bnmdpMDt5hvKrA9mImk5SscD4cdqp8+3SbSvYeAKI6aaIuKZUbF7vF5edFJXRCcvbmFnMyHdn+jTMXp9kQ1aIpgJUVQ7MdCGm7UncnJObvYT/TZmAqbZyoLezy07PyxE6qH2nes1GdKWI28sYT3TcPLi8SSOlU+zvLPT8VYIF8tDHLf6BP7mSHfS94JwMh8+btw4jBs3jnv+j3/8I8444ww8+uijsWPdunWL/a6oqMCLL76ImTNnYtSoUQCAl156Cb1798b333+P448/3rvMu4zdbRPMAdxk/UdRFAQCAZ12U72EN2Bq02V1ODwBsI7QDBotn4pobplmCbpOnQ35PiyvC05w6mjcyUYAnjAs2tFZqX9uCVS0gkF8oqS9hre7nZUOe9Of8aTE693ZTuBprb3C6NuLTGJYGnRxTyf8c2ZJmGsQOZMlA82tWb55mlvtbZRHAxMBlLlqJegtxGzCLLLyrs17veYmbX9DXW/hGxmd86Kas01niDohOpFzOAa4gRd54Jol+Fi69a3NbTQaxUcffYSjjjoKY8aMQVFREYYOHUqZLixevBh1dXUYPXp07FivXr3QsWNHzJ/Pt4erqalBZWUl9S/ZaKuIbiODtpNV2Mcb7mWlb95QzQYeozyatX2RHZYBBISkLLZZgiYti9HXRLAWxMFZo7d6O+96RbCns7LTnk7S/nvS5WV2rbb+k8IImY5xQmbeEsxcLbmFWxuqvNZoufE8s3vsuPGzitk3Jg9FDDSuLCGL0o5yNHeiObciMLPSdrShzBXNLT1JsOSCzVAwJ59hmk3LsFwL0lpowXRMJteJwBvf5rxn+RffCre7du3CoUOH8Mgjj2Ds2LH43//+h3PPPRcTJ07EvHnzAADl5eXIzMxEQUEBdW9xcTHKy8u5aU+bNg35+fmxfx06dPDyVWyhrZO6TpZznD7LTs+KIGE0Y7aysaguyk8ndlywqTBdgdlYInU70opTFyxOBBXe1W7uMlbHSbcEKivmDdqzvAGd1hTphQvWaeqYSdtxDZe0K3YEKCfYsSNlTsBN/J8y03GrnEyXx/l9ldlckdfPGro/JH6bmSWYrVo52VAm0odqr9Deo534GgneuusNaoId+1crML0lEOfFXU2K5dNLjSddpk7SISYqJgoxP+Jb4TbaOFU6++yzccstt2DQoEG48847MWHCBDz//POO0r7rrrtQUVER+7dlyxY3suwqehc07L9Fnc6LCSRK43nyWoM8mTyThDJLMLg4KKBCZC2fGdma8a6zGrrU1ObWgrDPvJ9Ky61eQ6yzteJP1C0/ik46YVqrIi5wsb5RMjS3bqVJ+/h1JUlD7EyWWN/KTl13Yodulm9Kc0fPkLh5MNu4yxOSnZg6ME9z2oJR3oTT1l1DX6TT3FI27Yrp5Evc0wP5DG9R82xrQxn3D+0zbGRMEC98AvPe388bypJqc2tE69atEQ6H0adPH+p479698c033wAASkpKUFtbiwMHDlDa2507d6KkpISbdlZWFrKysjzJt1toq4xOg8C5DnC+/MRdWtNpMcQbv3AQB036LK8HrA7cThCHiKAHB1HcdMHiRNjjHXdvc4H5c0WwsnxmVPdokxfzp2p/mdnzeeNX0510vHZur8XpgB8vcyJNG0u+umdY6PPMXYHxn8lsT5xNb+Ku0tjpszAL4qBXivDP6dMxz7D2EiPNbUQBLXgzy12s/lqZANjB1F2d8EyOnSagjUSnIORSgBKDLDjqn+nwu+bP8hu+1dxmZmbi2GOPxZo1tN/NX375BZ06dQIADB48GBkZGZgzZ07s/Jo1a7B582YMGzYsofl1G21lsrJb8YIX5uNXz3+HP5DOlgW0ba//sAV/+3wtt7P9Zt0eTPtkFfOc+pvngov2c2sg3AqEixTyc8u1uSXT0Z//YvVOnDvjW2zYfYibRx6ONbfEPVMN/NVy7tYdWbJ5P85/Pm577lT4Ub+Na0uEnHrGXHkQ1HbxbFlr66O46tVFlKaJtSva6Yayu99Zhin/WWp6nZU0Zy3agl89/x32HqphpBP/XR9RcO2/F2Pax6t01y3etA9nT/+WGTAiGm2478+M+7SQ5TPjy/W48IX5OHfGt1i/+5CQS6x4mdPf6Z9fb8DF//ge1XVxt2jPz1uPr9fuif0diSq45c2l+OM7y0zzqcs3Jz9GeQT09cHcvEEkTe097IkaCzMBUW++RjYsfrrfb9iLs6d/a/hs1vO1+dWaqlkpL6Mm4dYkbtuBI5g441t8+DMdUIbp55Y4b8cbj1E2RdOzg5UJjSh8+cO/4m1ShdtDhw5h6dKlWLp0KQCgrKwMS5cujfmxve222/Dmm2/iH//4B9atW4dnn30WH3zwAa677joAQH5+Pq688kpMmTIFc+fOxeLFi/Hb3/4Ww4YNSylPCSyMPBMYXaeycON+/HfxVuyqrNbdb1Thn/z8F8OO5IV5G5jpWNPcsq/RRijjLoUI+LnlQe2KZqiMrnh5EX7cfAA3v7lUKD0SegAljttZ0rL6bMbN5z33nek1KsnYUGanjFh5ENXczl65E9+v36tLw8wtlWjWjtRGMHPBZry9ZBt2VBwxvNbK697235+xcON+PDH7F9058t2XbN6PT1eU44WvNuiuO//5+fhpywFqsqOydOsBfLqiHH9n3KdFW74Lyvbhx80HdEE2SFgCjFaYeOijVfhu/V68uTBuIvbIJ6updLbsO4x3ftyG1xZsRk097RvYrDjNtPOi9clsJYQX3czoe1vpR1labnHNLT/di/7+veFzY+lp/q7XZEgrqJtOWgXfXVQINmPqu8uxZPMBXD+Trq/MCZgNLTyVT8Hr3MaLKJypaHObVLOERYsW4ZRTTon9PWXKFADAZZddhpdffhnnnnsunn/+eUybNg033ngjevbsibfeegvDhw+P3fPkk08iGAzivPPOQ01NDcaMGYMZM2Yk/F3cRq+5ZZ83q1uqpooSvBqP8T0K8J9L54nWvgB8jwKk2y3eEk9DhDJy6YadlogrMB70bJx9HAD2HqrV3Wtml0p3bNY7RrcR1f5bT9edd+OVkcimLu69Ju9YzbL9Npn4iQreIhM4o+eYcahaHwyDTKfOwJeTehlrkKoVCODBeh7J/ip9e4k9m8qHWubsCfSROn5ACzLQiNXiMwqpq81DhNGvsf9m9UNkmkZXmt/Dvta47zNSirjhO1tbfbTuFLUTfO3fWsQ1t8bpiLKHsfrRkL5eILSjAaXfl3+P1f0eVvBCc8tXrrmSvCckVbgdOXKk6cBxxRVX4IorruCez87OxvTp07mBIFIFo+UvgN8xmVUu9bSVzkHUFtKKBo8MX2j0fBHNrUgQB77PTfP0zc7x4AlcdlwmWX+2OV7Y3Lrnnsk4HZ2QwbnXbLA0s7dk5ULYdpKQEYMWNh+KwpqM8uxVo1EFQbNMqOlS+WLbucfPCyXJvUnR/F+bplGOjZbvzUPLsn9r8wXAeIMiIx2q/Dh9p9HGqqjBe2lhCkUG78YrZ7toy0OXX027NNNKi/YlbplCaTfAqbDGRyvfhZWOqLbebcz6Mzuk4oYy39rcpjtGgzmJ+UYc/XBiatdlEllHdJc5CTnDNwy/K2DEbtZJGkE+m86T+TNYYz4tjLOfk4gOwE50IRIrYpBbmlvRZVv2vfHfPB/KZhrgKLMes+qWWObqiIZjpuW3UydYKZLpkG2nTnSXlgY7Np9msAQYOxuvyLxZ1XyZC1ns/tGoX2DKmZw+UVwrKdqfs+8x8rLjRj+kTUIrLFJ5ETFLEFxCd0tI5wXuYfXd9jS3YtcJb1CzgZmds7002cf9K9pK4dY3aLUlRp0Ufdw4XfW8lUhGdEeiv1ZNy4pwUi+quRUIt8neMUwf45pckOkYagq4p/jwNDXCadnvKhx3MhaMbp3YypKQdybKWwJLcDHbdCM6sFkRvtzTorMTshJ9j+x7eJotFaPXEnG/FytzjuBgVA0pIdlBAVrZCGbVbRdX0DTIrpnJBAnbDSL5fP69rmhuNS+i06CT5xRF8+1Z5cVPm0rXpT5HayMcz4f+G1jpn+J5E7vHU1M1wUmVFXj9mdTcSkwxWv4CjGZOZp1hw/mIYAfYcN64s2Xa8TZexw2/Kzjw00t8bJjCrY1lI9aGsvh1+vRY76bwftvoYMSvMx6cefDKyMpmMu3z3fKWYCZUGUkHPE0FK2ssLa/ZgCT6iqTNa8REuLQzQDPd4pGCIXFcK9wafWPynF3NrQJ+X0T3E/pj5G8jjTf5bPP6wr+XvSmLPUHSXsuMUMaZkPPaid4Ejf2bhdnE3tDm1gU5RFse+ghlZL7Y3553g7FgLnadGbx6w/r+9ARaLH3eGKDFU28JxG9HeyJENMD+lW2lcOtXtIMI3xWHcTpqY44KCpcNaRoLCKylRbN81EUYG3kYiGhuWQ1W+068QTLK6bDMXNyIwNOguD27ZS/vmcP3UqExrzDT3gmkKYLW4XvsuECa9CRF/F5WneUJWqx7jCAFSnPNrQ3hlplO/DeZYq1mNM4I8rt6Sig2FW4NTzOhFZj6CQXZ3xgJ4VQfYiBUsTBrj9z6ZFlzy/5tVMcseUswe6ZOk8p/Fzto06jX1DPjIA7GeTd6dbNyF4W7osGoH7w6YYjBt0yUT2rFpMztwCs3H8u2Urj1K9pKw6tEZm0kprmN0p2OEWaahJjmltEh8AanCMfm1iiymMKZLbM6Gm05kPnYc6gG2w40uGYiL1tTXsm9P6oAZXuqcLC6DgBw4HAttu03du/EG6Ts7LSljms7SQCb9lah4kgd9xqz/NHHG95VJcL5Pm77uSW1QGaDxx6N9wqy0yb7XStCZUy4NdEKiY5r5JKnuQZULE0K5oYycrIW/61dfs0IiannbWtuBQUTRWnwzrBqR7ztCds0W5g8aDGz8RUPXGP8HN4qACvC5OryStTWR7kmNixYk3C6LPn5cUVzq0mDzO+qHZU6EwvehD+WJ+HNy6TABuyrqsXW/YfFM94I3yyBypQub+t3H8KhGr23El0+Ob8Bq8FmGqg4UodNe6vMLwSwbtchHKmNWNoLw6IuQrdPQMycw2/4NkJZuqG3uaXPc21uTeZOqraDpd3iCaL1JlrWWAhNK5pb0k0S6YLLQCh14i2BZMhDnwMAfpp6OpXnuWt2c59VcaQOpzz+JVpkh/Hz/WMw6MHZ3PRV6EHcekfGK0Pt/Zv3HcYpj3+JYADYMG28WOLQd7Yk7/8Ud2oeiSrICLGfrT3mpG8jb7UurBC/KaGOHgSN7otpEanzjPouqrnlCJos7Glu9Q2WV25aTUs4FATAdrNFZlWridPiNDiJoii47rUlmPfLbuJY/FojTw2k5tbIppjl8YGnKVbhTbT0wq1eGKMm5OR53sZcBXhz4Rbc+fYyjOpVhD5tW3Cfp8un5vyDH6zAK/M36fJEPIp7zg7asiP79XF/+xodC5vF/o4oCrdPjB8zPq+i1bwf86eG/njxPaPRKk882iivXbIm7OSlj322Bi99W4ZF95xmmL7RChSZnmh/d+xDn+tWYVh8v2EvLvr79+jaOhcjexbFT9j45je/sRQfLdtBHavjaW79K9tKza1fYM3s6b959xmnG7e5Fdd61Jl4NoiZOjAEBZE0eZq/AAKCZgnmAghriFy766CBAMk+UcnwLQqwtd9cLYnDDkBbtgs2NAQisDorF10WM3OB45bNLS0IWEuHp+0yE85ozZKaGJmw8bOMoMwSHGzM4sG0+eakozNLCPG7elIr48Qsgb+hjL7/81U7qfNkWRnpl0VNm5gaQlPNLTs/RmYJrCzw+jathvLFb8oAAF+s3mVpJURbr0jBlpUnrcbTKdr06+rpA5v3HaautRLa2ih/PCH5l53WIknyhDQzm1tAv3rEwkiY13qSEEFEsAWA95Y2KCc27KnS1DWh2ym0gi0gNinwG1K49Sn6WZ+9yqUOVqyNNLzByMwZfUxzy2hEvDR5SzJ6AZnQgjBTEvOWwKKmPsoVwq12Aky7PU6nIr7TVmx2zLpK5BGi7pd4rrXUL+N02Yt1r5nGVQt5jZkwTsLyGmK2NCrqVUtU+BI5LwrvfbWaTSOzBCvmIeIbN9mCHeu1Re0Z6wwmD6bf0KQ98k2K6Ot4Zges63kT3KiiXaGK/zafFFmrV0bClh206RsFDtFGKDPtMw3enacRF3TlTOWJnX78N8vmVhSuggPaibXbQiG7jbll28v1D+xK6t4ghVufotMYcGqRWeViu+0yvounZVWJb1KD7joRA3bjTQbmHQDbW4LpY1FdF+GXo8VOgKX95nXkTjsy7d1mgwQP0UGU9V15z3f2bg7S4ZQ1JSSzBCmmhoZIljWZE8wbbfNqJqQIJUlh5ueWRCt0hA2EWzc0t0b9lZmAQ3pSidl1Mx5EeaMwqr926iynbejt3fWTMN5qE09IVqDwTRlM6oVlW26Tum0VbRJGmsWoog3iwEhPI/Rzn0ucI58pGqhEhSeMsyZgdoqLns/QKfCUOm7AX5F0J33uipiPpVsp3PoUrbDGHVRMKpc6cFE+OE0EQaPgBmRa7M05xmnz7mP9zUuLJVjqvCUw1nBr6qPccjTuWI0FWRVeoAphm1vu882fLVLuZkKGitnGKJ5GigfPjpJMx4rHA+1jeWYJZkEcFMYxM22cEUaaRX2a1kcFK2YJ2kHcyCyB1ny7Y3MrukoAAHVEWF31FVltnBJutUKn6QTF7DxRBgZCCL1fwFhI5pol6Pp2vjCtz6fhaRObW+N7RdCmYRby2UyLKGo2QZZfTX3cdtwtzS1TUWOjjRr1+1ZWmKw/l50Ht54i4kLNb0jh1qcYaTTFjjfA9JZgUiFJ4cYoiAOVC0UVeA2T1l1jbDvH64iMO0keDZpb642UZadl6m/SYt4aruMd5w9YLHjLe6K7sintpqlPUPN342+GJJ5pMaAWT3iiOmGDiRmZLzNZXdjmNso3S9AKpvY0t4wNZTyzBM1xI1dg5KSMZ5OoIjom8+zxmZpb4uOrEyHWe9XW29fcmtmJU0KggYkM3a6Nn801v1IU22YJpuYuWnMNw1UyG2ieb7SxLxJVBCYV5HmDb0r0D2Q9CFp00i0ipKk/ncqfeqWE+CTG8rMYKwpuPoer8favbCuFW7+in/WJXadF7Xxoza3xTbWU7SAjTZbmVv2/RWHH2KaNfT9Tc6tpe6wur7ouyu3ejYqE5QaFNcjw3K05bf/6+O2swZu4XkCAN1p+pmwwTTSZjlyBcTWGInUo/ptXt82Wp+ODmPGgIzrIkQO9WYQwtzS3XLOEeo3mNiwWHMGJcMUPZgDmbxWyLrLczakY29ySz9Y/w6xf4U7YdBpifd9FlmxEYV8rqtGzqpnVn6f/NhPGraJN37AfURTTiY3ISh2g1dzaCy1tBKtPszMZMNJUW9nUbRVen+zWY7i2yj62S5DCbRKprmO75gH0jeRIrf7amvqIYRoAsaFMU+GjUYWaAVP3mNjcRhUF1XURukE1/iHSmMh3MbRp4yTGmkSKdBbVdfzyqqmLcBswS5vF0mhq7TmVxnJifTsWvI5CtwRL5UPfER+uZWuoWd+LxeHauIcItjZafDAGBM0SLPaRlJ9bIhO0AKS/jzmImQywoh14PUOwVuuAPh9iadJ+hlkRytj31WlOkGYJWi0MmW9zm1vOIKc5HIkq2FFxRFfPWPeT/ZB6mtUWjWxuzTSzRqsN2r6MbK9GxcHefMhuG1QdM7RPNi5/q5MPWqjn9/miWBFmoopCdVasO82EX7XtkKdq6ow1+GZjIgvW5MPoU9RFokw7VJ4GlUwXYI8f2nxb8SDD68OM+pna+qim72S/EwAc4nkN8q9sK/3cJotv1u7Bpf9agDvG9sI1I7rpl7+ISnnnW8swv9H9E0nPez41fY6qEdPu1Dz/+e9QXlnNvKfeRHP79Jy1+PBn2l1IrEMQ6PzufHsZ1u8+hD+O7yO8iYB6lk2zhBe/KYsFc9CyoGwfJjzzDfMcq8EzNbeaScE1/16M/63cqbuOi+D7aqPNBRGgymrgA//DK1ccZ5hno8nAqCfm4R+XDsFpfYqZfhtFlxLNrmEJ6Q2YLzXyNr1FqM1R+u8WieoFKZgMsOKaW/2ge9Wri/HVL7t1dVk0TcpNlgXNrbbOkmYJNfVRStilNd9mNreGp2Nc9eoifLd+L4Z3b42hXQrj9zOupfzXMsyoYucEvVGwgr/w6uzybRWY8Mw3yAzHy2MDEdBEvylI3x5IeCsHWs0xOVERbZe8Z9Ln+RccqY3ghEfmGCdggqjnEPVaMxMmI436T1sO4Ozp3+LaEd2oc6TNrXYy9u26PZj0z4Zx9fcjuwnnlUwlZq7EKcpIVMGoJ75EMBDA3FtHUpvajCYqRmXxr2/K8OCHK2P9LsCvC0w/zjyzBPYroLY+iuF/+QKFuZn49OaTURdp+Dsviy0Svv3jNk5eOA/wAVJzmyT++O4yRBVg2iermefJOvPmoi22n8PS3EYUBUs2H+DeU0cJNPraqxVsgXjjEh20//F1GTN9kVkn2yxBc4whCPAEWxVtVBYVps0tKw+aY5YEWwN08dvJZ3IK/I7//qw7RpWtyYea8p+lDekzOmQry6j6PLDrFv0e5onyBgozLSRbu2r8ZFG7tbqo/n0+X7WTuaNc3I7X+DqeLZz2eIgYgGs0GiJ6Q57x87iaW83f361vmIx/s26PqQ0g9U0MhNtaA7MPaqLEFKLYdfaxz9Y0pM3RaGqFOTMtK6t+NeSPrvdUuGsL7cmqtwTyud9v2Cvkq9UIBcYhkkm0QRzY5iLsMgKAaZ+sAgA8P289yC9cY2B7fXtjv/eXT9njKg9Wf8Jro3sP1WDLviPYtPcwKqvrqHNG72s0tj344UoAwC1vLo0d44a8ZZaj2HNU1u06hF0Ha7C6/CDqI1Fs3ncYOytrsH63WDS0+LP8K91K4TZJFDTLpP7W9hdu7UKMeTYw2+VLIKohIVEvs1rZjWzEuHbGjBNeLo+QmoL48xh5MLH3NIN3h9FSoyrEaO89wliao4RJQQ2R2TK+1ffkLdVqzWbM4Hn/oO1eWZpb/XPM6py4KzD3w++aBTjgCWVGG8O0NoteuzCjJ1X689RGscaLrXpL4HkpYB0jf5sJatqUWFMwUovGXhkw1lBaaU9Wz5N/OhVsG9ITrwANrsA4mYldwz9Nri5QZgn1ek2/nfxx88E4FrsuqlATxcMakzOjibLV8LtWQt7S722tL62uj1oOoqN/kv+Qwm2SaJVLC7e6TtSlWqMO9maBGVj3WMlHXLi1lD3DztqK5lbbOC16iDGEJSiK2NxahVcUZjuSG26mj7PtPBn3maRLmUCoxyy+Jz34szU1Vrx56PPAFs6YmtuI/vlm2jjxIA5WJg9iFYS12Yr3TPo+jQBLPM+JcGu4oUzgHpbZEsuWllXmVJAMA3dabA0hmOfN+gmjyJGssuBpbrWbFnneEsyEDMsbyoi/91a5IdyKXxuNKoYb6QCNza3mgnCQbbpBrjzovEOIZ4++j5FPVl2tjypUWyL3J2jvMTJL4AeTML+GPQEn02Cnx8tndV3E9gY3P2tubdncbt68GZs2bcLhw4fRpk0b9O3bF1lZ4vGdJUBLQnNrN+KWCHE/t/FjRr4JAXp5VVRIi+8wtYZ20BFpmCLlZRSj3irVdQwNYOPzqJ3SNjS3LPsp3bO0NrcMYU77PNaOYju74pmaToFvRMITCCjNrcU6x/OQQNncMgS/OoY9uVkELdFvaSX8rj3Nrb6e1DJWFQB9WFTyG2hXIuo55cfCzqTN7NtSG1gZZlQqtG0unU/WCgPvvJUBWacg5ggRKrx3JS9tsLll58fcLMH4vNG77T1UY3yzAFGlwaRCpAS1/bnpd9GcCxF24uQ5I82t3XGT1afxvi/5jQ9qNloZ1Q8xoTOOSKhg1n0iygdyteRIbcTUHImHlyumThEWbjdu3IjnnnsOb7zxBrZu3Up9nMzMTJx00km4+uqrcd555yFo4FNR0kBBs4zY730uzKh5sIQfM1+WdswSWPaYImgFH62gwdak6Y/pgzhYyoYhTC1oVC/MWw1EoF6n5lXUWwLLJZKZxs0or7x8aZ8dib2zdSGe9VyeQCKmuSV+c2xGWct6dAQz/SBmFvjBCG3wC0O/ncKaW+O2yIsQVafV3BLvXVOnFQzZ5cfCKEQ0704yj6zbWeYGrDZeW8+vI1ZcwJFpm00sdZ4NGGmKTHCNhDy3XLGxzpPfay/DLEFkck1dD3EFRoTRn+ufH/+tzTsZMpo8Rdvc0nXZqHhEfSPHxzL9dXVR2sNAVY3WLIF4X/DrqEgYYCuBHhROXeOVB6mwEfG6xH2urbsSg5AUeuONN2LgwIEoKyvDQw89hJUrV6KiogK1tbUoLy/Hxx9/jOHDh2Pq1KkYMGAAFi5c6HW+Ux6y0u2srPbc5pZsKGbuYOooswSxfKhXWc22bjlFoc8xZ88mGgC3MXLlxNU+CmZI5DtrO7l6xu5ykXTMllRZ+WLdQ3kqEFiyJwdPlnAJaN5RoOi0HiNY6ZtpbmOaaCpdxrNsaG6jimI44RBtJ2ZCG9csQXOc/FOr1XdL48wrJ9rVl7GAzuqvYvmkJg/0OdPlb855M7FOv8xPCi96eKF7qfdWaC28Fa2yZbME4vfeKr3m1mq/GVUUCxN3xVB4bbyKuJ4+EyZsbimzBANvCUZZMxr36MkyP7VIRKH6iEM1fM2tVdMZLZZsbjm/efWlmijDI7VR5uqkCClvlpCbm4sNGzagVatWunNFRUUYNWoURo0ahfvuuw+ffvoptmzZgmOPPdb1zDYlyIq762C15za3UQvC7Xfr98R+i3Z+36/fixO6tbLkB7Ehfb4W44eyvejSOld3D9N/KZHRDbsP4cDhOv1FNmE1/AUb9qF9y2bcDsso5joJz1aKvoY+sWjT/tjvSETBnkM1+Hlrhemzlm2rwNb9h7Ft/xFUcvwWap9JvgbbWwJjohFVsHjzfvRu2wIVR+pQRrhWikYVrNt1EFnhEFeTLCJM8mwbvydc5rGES9rmt/H/Ju+zdMsBbj5+3noAA9oXoKY+QrWb+oixT1Htc8r2VGHl9kqc0K2hj52/YS96lTTnuuw6WF2HNeUHuQ7tDxyuw6KN+3BMx5YIBgOGZglkXg4cqcPCjfswuPE+lc17D6MuGjX8NtwlUCoksh6WcM36drRtLt+meMGGvThrYKlGOCLz2fDHln2HsW73IXam1fxqNaHE732HavHRzztwkBBwaM8P7PsO1tRjA/FcK0LP9xv24bQ+xdhzsJbZx5BplVdUY0dF3N0ja0PZ1v2HsWybed+hYmVc0vsiJn8rWLxpPyqO1FHHSMKc2LpGkeqMhC3R9hhVFCzZvB/7GWNIXTRKjd2kcBuNKvhh4754XnRu5Ojn7TlUgx0HqtG/fT7zHt4qypJNB9A8O4x2LXPQOi9LvTEG2QcqAA4crsX63VXIzgiidV4WiltkU6s31U40t/6VbcWE22nTpgknOHbsWNuZSSfITnD3wRpdJXFbc0s+rzZiXJEPU07MxfLxwlcbsK+q1pIfRFb6ZAdw73srKPc/RnlSjx2pjWDUE/OsZcIElreE29/6GXurarmaCdEoOvRmGzbaTm7eL7vj56JRnPiI2Psu31aJ4X+ZK5ivhv+zzAgoLQEj07MWb8Edby3DwA4F+EkjGO47XIvRf/0KAPDoeQOItK1pNehl5vjxXQfj2imzDWVmGhAA+HHzfryxkO+K76xnv8Vbvx+G/y7ehs9X7YodjyjWhNvTn5yHuoiCEUe1QTAAzF2zG5mhID68cTjzfX71/HysLj+I0vxsZvpPfv4Lnvwc+Mt5/XHhsR2p76idrJHp3vX2MgDA478aiPMHt2/Ia1TByY811JuHz+3HeSMFimIujLC1zwyzBJaGlzBL0Mp15Kee8p+fsHbXIdwxtheZu/hvpUEIOulR87ZgpHS4ddZPuutFzBIAoIoKZEPcb9Lfvv7DZpTtOYTvN+xjnidvP36auU/bM5/5xnSiS2JlqTyq0Jpx8ht8tGwHrp/5o+56Et6GsmqDIA5GxUf24/pw2MTkqGwfJs74jplGQ0jh+LVVhHD77+834eu18QmuNi/aSfQJ075AbSSKD28YDha8lZ/fvLgAANCyWQZ+nHp6LD2VrfvjLi8VRcGEZ76hjm18ZDxVFtV1EdtR32SEMokOcmn5cG2EYSvV8H8rnQmLumiDmw9yx7+VKDVWHj9r8VYrWQOg7wC0nftr32/S3cMqE/XYHhc2TWjhzWr/PX8j115O60uUh8jcwWiCEYkqnoSjZD07ZnNroun8z6KGeqAVbAFgI6HFJe1CWZpYI9MOKl+c8mG5AiO1LjGzBI1GiWRBGVuIIPlyzW68/sNmOn9RxXDjpvbVVPOCrfsPY9O+wwAaNJ77CXt8sjxWlx8EAGyvYAdiUflvY5ukfdny7XFV3iLaMqkh3FXJb188rRnLFISECvdtYJZQyxCCtfep/PPrDfR5zSRUtM1YVTrQ9VjsPp4pAw+eYCuSPy1WBFvAonAbVTRlEP/93tLtuuu1ghKpeSc3SNo1S9BOKHh2qkbURxRqYkVqbl+dv5G6VltUWptbtT7PX09oWhX29SxIzTIv/4pCC7sq5Jh2pNa+5taqMiuRWPaWsHfvXkydOhVz587Frl27ENW83b595oOBhNYg1UX0fubUymrm2cCMSERBlcZdibUQjNY6S+sbyrR/0weMNnOx0nE6GWDBs0eq08zijbRjPMTCDfPfSWQjmRO0LowajrHPq5AbQbSQNqKURi+qH2hEl8B55SMcxMHA7q9Q44/aynOMBCjet44qtHshclJqZ0Ozau9MPk4bmpdVfrlZodhv8j2MsiBic2uquY3y81RnsJHIaIMZoLe51dpK8jAKMsMiyhFUje6rs7GBl/t8j9eJraQfVRSQXQF5b3NGJCwjzS1POWPkSUaLNoRsJKog3JhB0W60PqpwzRL0dVabN+IM8ZuKcEZcb2XsF92MrFJNmSVEKRtcK/hZc2tZuL3kkkuwbt06XHnllSguLnbV5VI6QZkJ1EcZGwEaDjjVytVHFV1HbiVNqzMzq32r2aBUzcirUXQwp5MBFrxZbUSjmaCEW8HOgurwONcYCbdeCPO89GNmCSZ5Ju1EtZDfh9r1zNAGGy3Rirw3S3NLb5ak/08+WyUnMwQzeOGZjeyuea9WF4lSg3C1gU9PEdTemdp0J6C5bZYZHxpqDYRKEl726kxsbusYpiKiQnD8b74gAdD9WFRRdIIOD6tFzvMnbiQE0OVr7XlaPOj+NOlbEW6BAEegy2UKt3TapMktOeEzDuLAz8/BGtqGNqIoMQFIfNNolN5QVs22t2blhZzskHWZsi22oLk1epbKfo4nJsosoTZie0OZx8OPIywLt19//TW++eYbDBw40Iv8pA1kJ1gbUXSNS6001rSseiJRhbILanieFbMEbzW3Rja3AFuwNPJza7eRGsEK4gA0dHS8qF9ad0s8hLwlGFzjhTBPwtJMm9nH8jaCAPT3JMsoQgVXaEzb8UDP0KhSS+R6TbT2DpH2x9u4ZsXmVqWmPkotn1KaWxsjSTCgaqbYAysv3eyM+ASF7C949VpRjN8pfp2x0Br3y824jtqsZVGjqlmBENbcal2BmTxI1OaWpNZFza3Xu9etam6DlHAb/yPE6iM0SZPt6gjRJmo4Kz7aZ2jRTmisRO0k80T2x1UGmlujzdKkf1xmWcDaqhzvu+zgmC1VazaUsfaVCOFj4dayzW2vXr1w5IjehkNiDe3yLG+W51R4qY8qOkfTooIXYH1mtv+wNZ+9uoUcTUGYBSOIHWvMqN3lFSN4wq1Wc0t2tKKdhUK+HqesjaqAE81tVti8+bNMELgujhoJG2huD1ODFLnkLqa9swLLTZa5twT6epFVjvqIohugIhZtblXI3eOAZvOMjfJQF9bIuqktF1a6pIBN2o8bti9O9kghn/VNaL/N6v8Z1xlo7EwjwhG/rZkl0H+bNTeeFw+j7JkJ/1YQsVd3lr61vGjLXYVV/tr2TpruHalj10cjbam2DmnN86iQ3/rsM2mwuY1/r4MGwq02TbLqV1bH2zm9qTj+m7UixM0X58OUM4TbSFShlAzVdfY1t342S7As3M6YMQN//OMfMW/ePOzduxeVlZXUP4kYWr+zug0Srmluo7qOxJItj8XO1ixAhFn62g7CaPMYiXroSK37wi1vMlCvsbklOxjRzkLMzy0/LSc2t80EltxZmih6wNI/38jmlqyLNZzlWHWzh92QkCosP5F1Ub2WjHqK5pm8CGD0cxTdRMFMc8ublGjvIeuzHYFF1dxaNUsgtVwimluAX5fJ/obV99BhdRVunlheFcyezTpvxSxBp3QwGcx5gVwSZZagPt5p2+FhZTKtnfyTWWKVvzZpsm87zNHc6oI4EL+1bYllcxt7tuB71Uej1DciNbdmq5Dk+coj8fsO8zxnWChrntuwHRV6RWRdJEqV4ZHaqPAGaC1NyiyhoKAAlZWVGDVqFHVcjXQSMXEzJWlA2+HrvCU0/t+KCQGLf3xdhg27q6hj1rwleFd7R/91Hv5w+lHUMRHZmNWgFm3aj1FPfIlhXfW+mJ1iZHNLFg/pD1VUg3zn2z/jYHU9Xr3iOP6mAIMe5KK/fy/0HBbNMsNMX44qk/75PX4/onvs76jSsJt/6nsrYse27DuCUY9/icO1EfztokEY2rUVFTZTCzkYvPhNGZG2XgPjVPvE6vC37CPd5ADrdh3C7f/9OXZse0U1Tn9yHn5zfCdsO3AEL8zboEtDi9ZTAmDuCkzUtyipsZqzeheu/fdiPPebY4TuBUjNbfzYvqpajH/6a4ztW4IbTu3BrF/bDxzB+Ke/RiSqxDwzAMYeUfg2t/ETX67ZzThPC63Lt1XgQka9ZgnB8b/1zz3/ue/wx/G9ceusn6gd43NX78JTn6/lvgfJ/sO1GPe3rzFhQFuEgwHsNPAWAdDLwDe/uRT5zTJwSs8iQyGA7DcagiQomDxziVD+tEQVBR8v24GHP1pl637T9C20Sa1Xhyc//wXzftmFw7UR5l6dHzc39OH3jO+NUb2KqckpKYxpbW4/XV6Oe95dhtZ5WdTk+fqZS1AbieLaEd1w73vL0b5lM+67WNlQRraX79bvxf9WlOP0viUMLTL/b1Jz+8gnq6n0R/+1wbUjy8e7FlXu4imsWN4w6iJRakx78vNf0K4gx/RZvOf7FcvC7aRJk5CRkYGZM2fKDWUOqBc0S3CquQUaBkUSKxvKvKy663Ydwm2EYAHYF2i+avT9qhXk3YAn3BppTUVNPz5bsRMA8EPZPu7SpV3Tg8xw0LD+mG2W+nbdXgztEp8sRKMKHvqQHjQrjtTFltL/t3InhnZtRS0faznM0axrtYlRRXGsFTDTakcV4OY3f6SO7T5Yg90HazD1vRXMHd2iRCLGG8pE0da9T1eUY/dBcXd3AYbN7XPz1qMuomDF9kqucLt2l3FwAy0N30tMG62F8j0c5Qt2pJCs/basZy/atB/nMvyV/iQQ8ETlcG0Eq3ZUYtUOe6uSv31pITY+Ml5YCFAUBbsP1eDjZeW2nqcowHWv2ROMRXCqEV6y+YDpuSteXoSNj4znaiMpTXdEwXtLt2HPoVpdkAp13AsEAtiwu0o3NrBMocxoMEugr/1o2Q6c3reE2jfAgrxPa35Esq6x7a0TaIP1UQUZoYClFby6iKJbWdx2wJ6paZPS3C5fvhw//vgjevbs6UV+0gaznfVqW3NjgNRixSzB68qrtQf22pWNHezYI1k10N9/uI7axENi1/QgJyNkKFjwnkeidePEWuZSqWzssHk2ygDf1lG/hOfcE4S5zZqCTXsOc8+S9nSdWjXDpr38a7WYaW5FYYd+Fr8/5i3ByObWhUZeH+WHZTXrw7T+a/dwhHeWP1zyPj8jmrtIVLG0J0KL1/2n195ZSHjhZ7X1xczX85py9sSE5X5QJE/aIlDHMDNTGfK+SgPh1gr1EQUZIYv2uRH7rr+0+LnVWba5HTJkCLZs4UfsscJXX32FM888E6WlpQgEAnj33Xe511577bUIBAJ46qmnqOP79u3DpEmT0KJFCxQUFODKK6/EoUPWtA7JgLT9Yw9g7mlutfjFLMEPzxPBTkdgVSDef7iW28Ha1WbnZBhrZs3OA3SHHTHZZa5qI4wcgms9d8TSZmjinNYFEc3tQcGNRa1yzf3dUmlH3dHcsiYKUUVBpsGmPRJ1n5tRUbjhK1kbuYnErL+hvSUoXLt9ns2tovAFa78gqrmNKs7cP3oteyayf+ZpbkkiUQU7TLSOPFMSekOZqM2touuPVUHViisw0izBCWofY2WvS20k6mgCReHjhmdZuL3hhhtw00034eWXX8bixYvx888/U/+sUFVVhYEDB2L69OmG173zzjv4/vvvUVpaqjs3adIkrFixArNnz8aHH36Ir776CldffbWlfCQDsuGyBCG1znjh6smSWUKihVuP/TTawU70FqsD1I6KI3w/tza/gdmGsWwB4Zb2s2q8y1ztsFm+iVWqOGYJRu7d7GImtFmp2yJlpX22G233SK0+jfqIQgVZMELtZgwDYrilueWcMxPytWYJvOvrKa8K1u0lk0XUQKutu1ZR7LtlgjcbakkSqbnVBhthcaQ2gt02o1LaqUMss4SD1fVQFH17N/K0QW4oc4L6TJ6Wm32PszpG4ue2Z9ks4cILLwQAXHHFFbFjgUDA1oaycePGYdy4cYbXbNu2DTfccAM+++wzjB8/njq3atUqfPrpp1i4cCGGDBkCAHjmmWdwxhln4PHHH2cKw36BHHhZFc1Tza0Vs4QEC5u+1NzaMUuwKBBvP1CNQR3Y5+wOKGY2tSICm3Y3cFUN/70qGjvsaoMBlqu5ZSzpeW2WYCV5q8Ktl2YJtZEocrOMNwPGrm3sW7yOcudEc0stMxvkhXedH/sMkj1VNcJ1zUpoYBbbbdpOipJIYcbIS4zKjopq28pDbWAP8Tw1LIdkhoKojURRWV2Hw7UR01DNoja3VogJtxY0t9oNZU7wsyswy8JtWVmZF/lgEo1Gcckll+C2225D3759defnz5+PgoKCmGALAKNHj0YwGMSCBQtw7rnnMtOtqalBTU18tpcMF2bkwGskPEmzhOSTCM3t9gNHbIXfNcLM7MDIZZcKKcxGovpQziTq8pyRGYe4WYLziZVZuVnRXojYJ5NETVyBicKqe3WRKPIEN7up9dA4lLE7wi0PK2YJRnmp4wi3idQm2mHHgWpLZglOBA+7G4P8iMhS+9b94nbwWmjTFrF76iIKVIuggmYZ2HWwBger65krWtokKVdgLpklqEJtnSXNbdRx5FMVP660qlgWbjt16uRFPpj85S9/QTgcxo033sg8X15ejqKiIupYOBxGYWEhysv5u02nTZuGBx54wNW8WoX2icrW3G47cAS/92Dn67xf9O54eCR63LDoJjch2BlsrNpbbjfYqCWioWNhprkV6dBJm9RdJrv0K0Vsbg2EY5KbXv/R8aYHngmEihWNfHbYmub2H1+XoauAKx8ztJ5OgIbBiRfVSEtVTT0uf+kH3cZNlQ9+2o53ftzmKI9mGG0wBMR9e5LXLdtWgbOnf4s7xvbE0R1aOs2ip2zadxh3/FfMZI90C2UHtzSCyeaP7yzDD2X7TK9TPV90a5OL9RY95Zzy+JcY2KEAmaEAFm7cL3TPDa//GPvdslkmdh2swaGaekx45hvdtVU19bjo7/ORFQ5hy77D2LAnnj9ee7RKbSSK6XPXUS4OzRj/9DeGUSSt4MPhOoYtXzdr1qzBM888g1WrGtwC9e7dGzfccIOrHhQWL16Mv/3tb1iyZInr7sbuuusuTJkyJfZ3ZWUlOnTgrAl7BM+Hn4qiAE98tsbVZ4aD1lyGNOQjsdXXj37zzAZnN9h3qNb1jsLqUjqLQxY0DAdr6hGJKoZ2f0ZmDSQsoS6ZZNkoS3Iwc5O6iN51II9fdh7CLzv5G2zJwdoPiE5uv2isHxf/YwF+uPtUD3PknFmLtiSkD2lKvLZA7zvaiNF9ilHz8w7Kn7EIPxE+hq2S3ywj9pvlnm/Fdu9WhIOBBsVTXSSKx2zICW6YIgH+HK9VLG8oe+utt9CvXz8sXrwYAwcOxMCBA7FkyRL069cPb731lmsZ+/rrr7Fr1y507NgR4XAY4XAYmzZtwq233orOnTsDAEpKSrBrFz0I1tfXY9++fSgpKeGmnZWVhRYtWlD/Eg29oYytuRXVconSobCZ+UUaEuViR51J+nGJ0W5oQkvPYPg6tkJhbiZ6lTSnjpltKBN5nqgwqnKwus5wQ5lo2FMREuliW9QsYVw/fr/jFrX1zj1JiHJCN/eDohhhZ3PbVhtL8af2KkrItwKAnZXGrqrSFZEgBSIEAsAdY3rhs5tPxoc3DMfA9vmupGtGdkaI8lryyhXHJeS56rMB8Y1pi+8ZjaLmWbG/zxpYioV/HI2FfxztKB8+lm2ta25vv/123HXXXXjwwQep4/fddx9uv/12nHfeea5k7JJLLsHo0XTBjxkzBpdccgl++9vfAgCGDRuGAwcOYPHixRg8eDAA4IsvvkA0GsXQoUNdyYdX1JkItwqAFtkZuuNOaN8yB2UWtUmJEDaP6ViA1eUHUV8b8alw673WJRJVLO141VKQk4FcjR2mNiSsHawKo/sP1xnaWLppQ54RDHriB5qFqBa8YyvrE0ireOFBhaRrm9yYw/v+7fPx3fq9nj6PxM733GZRWwcAWRlBtM23F5XJKm7tjG9qHFWcZ3k8YtG/XT6CwQBys8Lo1y7fVEuekxFyRZMeDgao+jq8e2vHaYqSnRHC4doINu41L79goEH50TovK2ZaVlqQgzaEsGuXJrWhbMeOHbj00kt1x3/zm9/gscces5TWoUOHsG7dutjfZWVlWLp0KQoLC9GxY0e0akVrDTIyMlBSUhIzf+jduzfGjh2Lq666Cs8//zzq6upw/fXX46KLLvK1pwSA3gnK1AwqDRGm3MSqr07A2maTrHDQlqF667wsBAMNS6d+nAm6ZXxvhhMNcUYoqFsiCpv4QhXpmKwKt7sSqKUKhwLw2PNRDFGbWxHfwU5hRTR0kx5FeTHhtqh5tu107JhB2XFub2cTVUYo6Hr/ymPnQam5ZdGhpf2JIDnWaH0+79VEKtOSn5PhinAb1CwdidrBu0F2Y93dKDA5yMsKIxAIIIOo724oPgB/uwKz/IYjR47E119/rTv+zTff4KSTTrKU1qJFi3D00Ufj6KOPBgBMmTIFRx99NKZOnSqcxmuvvYZevXrh1FNPxRlnnIHhw4fj73//u6V8JAPKLIHjCszNJVwACNpofFY0qVrNoRbe7vwWORmxJWY/ektIFE463IywvmzNNg2IFLVoHVSXvHZaCA3rFLc2RYggapbghp0zYDyxrYtEPdWY9CiKm7cUt7Cv3bEj6NvZEGWmuS1opl8BCweDyBAMhOGUNO7SDCktsK85J9uZ9jvureILt9kZQYQFvMSIkKDqw0R9fxHNbfPGFeAMor90q5/ys82tZc3tWWedhTvuuAOLFy/G8ccfDwD4/vvvMWvWLDzwwAN4//33qWuNGDlypKXC2bhxo+5YYWEhZs6cKZyGXyBdd7CKoLouij02nVPz0M40RbAyMzMbzDJDQdQx/CA3zw7Hw4T6uLF4jZF/WDPCwaBO3LHzvbWITm7atczBroM1Mc1tZjjoiRs7kkQJJ4D4YOCWwN08K4y99exButbChjI7dC/Ki/12ornNyggJR4BTsWOfaubbtX3LHBzQeBzJCAVc015J7FFoYyVRhfx2VjTwGcGgaxrWcNBZ/SlpkY1ymytd6gZXEY8SzbMbxDyyv3Sr7vt5tLYs3F533XUAgBkzZmDGjBnMcwAsB3RIN8yEhvLKatsVn4edNm1l8mG2gSkzHGS6ZypukR3TKrsRLSlVcWrba1XgMdO0i5KdEYyZvKjCSXYChFu3NDA8SNs8US2kGxMKAMjLDnM1UHURbzeUdSY2+hQ5sMuz6hsYsL7MmREKmJoltC9ohuXb6J3r4VBAyM+zGdkZwYRsOG2KiAq3eVlh3QoSOdk0E24zQoHYHpdwKICQS22UXAntbMPWvltRru0xXm1be0xMMABCuCXNEmy0TRZ+1kVZfsNoNCr0Twq2fBpC9SWuVoSDAcy8aqitGasVswQz4ZalaevWJheThnaMCQWsx7XIFhfCRJ3b+xEnZglRRb9QbdSH9yppjtvGWHfdlxEK4L/XDqOO5WaG0SKnYelLdTvVOi8LfzqnH3oU5aFrG3d2RWtxqjkB+BqMbm1yceGxcfeAooOBVuDuUGhv6dWoHjeYJcSvO3sQvb/g7EGlaN/S/pJv96I8jO1bgjP6l6Ak377mNhH2x9nhUEwryxNyWGURDgZ1tppGdCxshnYFOehbSnvWcWt51yoTBrRNynPd4oRurTCsWytMm9hfd651Hi30dm6tFxzJiZP2u//r8iHoXpSH/147DMd1LsTFx3WMnQuHgpRQmp9jf9N2KAA8/5tj0K1NLp69+BgAwKscjwl92uo9MpW0yNG1XVG0Y2lvRvoqah0lzRKyiD0EMyY1vMPVJ3eNHWsnaDLiZ7MEuS6TBKx6BPjPNcOYx0WXY767cxRO6Nbalr9gKzK4WUfPEm4/vflkNM/OiGmVtRqp7+86FT/fP0Y4D8vuPx0XDnHfZ3HP4ubmF2kYYNEljZEGqFlmCG0NBI2oouim0QHwv/enN59sy+YtHAxiSOdCzLl1ROxYdkYo5tlj+bYGp+odWzXDJcd3wuwpI/DFrSNxaq8iZnpOIAXJEUe1sZUGS7gtzM3EnFtHUq6isgQ3lJGa28tP6Iyvbx9lK5gDKdyO6VtMnauLRGPrgf+6/Fg8ecEg6vzRHQrw9e2nWH6mSrOMEJ6/ZDBmTBrMLJ97xvcWSofsDy453jj4T7928cHZaJI8tEsh9XdWRhCHG10mNudMCFguEDNC9AYbI0paZOOr20/Bt3eOwkc3noQzB8YFkmSYNvzz0iE4tnOh+YU+4aqTulB/BwPAzKuOR0YoiF8f1xEPnBWPPjq4U0ssuuc0TDy6XexY51b69kNpbjXjyqhexfh8yggM6VyI/1w7DA+c3Y+6ltTcPvGrgZh4TDvYIRgMYGy/tphz60j0a9fQ1598VBudS7AZk47BxUM76u7PDAfwt4uORjfN5P+kHq1xWp9i3fXUvcQ73zy6Bz656SSc1IPtrUEdd8nxl5wcnNG/4R3I8apniX68++2JnXXH/Cva2hRu58yZgwkTJqBbt27o1q0bJkyYgM8//9ztvDVZrO4gbpXHXr4RFVWzGwcLO2YJVswEzIRb1kAQt1FkmyVYUc7lZIQQCAQ8Wa5ukWNdI2xVi2ykuQ0FA4ZLQIS8E8MLP7Bq2ZJCXFZGMKYBUZfSO2oECjubGU3zQqRpd4mZ5VFCTbdZZvz7iS6xk6sj6uTTzq785sRqRW4mXY9q6+Oa22BA/52DwQACgYBtbwDkt2JNiJtlitVrUnNrZgJDTh6MBEZtMI2scINLJKNnsLTn4ZC45la74kX+mQzNbShk/9smA7OJIVnF1LImoyuyJoek9xIrGvhwKEDV73AoYNuUiGdfrz3aIjuDOWFjCZ1quuaroPGnaPsHLWqZ0t4S+PkBgKMYyhyWcsrPG8Att5AZM2Zg7NixaN68OW666SbcdNNNaNGiBc444wxMnz7dizw2OSwLtxzbJNE2qQ4ydmyNrFRes2VIVuNQB8+45pY+byXPqgDixS765jZ8DlsVbo1sbjNCQcNvwZqEeOFMQO0oybSzwqGYWYKKVrh1y86NhKxPdk0UWAObmm5OZjxN0SV2SrhtTMeOdo+sO9owyrWRaKwuBAINbYh8DfWdvNIqkuViRDaR71wze3ziWxoJbtp3OlIXifWnvPbWJk+/4pERFBcQtZNl8i+rYZndIBwMWBLoko32m+kn4fpJKjlR6cIwa8oyMEswIhwMUF4OMkJBYSWRFp6Zn7ZLaZETZk4I1X5GW7/CoaAlEz+zMOtqmZICMatvIOtUz5I83XnWuOpj2db6hrI///nPePLJJ3H99dfHjt1444048cQT8ec//xmTJ092NYNNkXqLjsp5gpXRsjOJ2hBsmSVY0twadzJGnZA6IGu9JVixE44J8S7YYmqxYverkid4TygYQCSqGAq3oWDAcAkooii6jsbtsNVAXEglhcJsQnOrohNuPdCmk4OC6BKzFpaMoA4COZTmVlC4JcpFre+iJg0kZN3RDnR19eS3DsT+qx5S20xWOISDcD+AgKhAl018k2ZmmltBYUX7HfYfjm+o4Qm3zRnt0Jnmlq77iSYUFDep8APa1RFdP0X8Vvtuss6zzBLINmXJW4LGLCEcDNhe4eJpfLXHW2RnoCJL7+LOSHObk2HmVjN+T26WcXtUJ/4ZxLjIEm7JbPcs1tvwspRTfhZuLbeQAwcOYOzYsbrjp59+OioqKlzJVFOH1NyKNCy3XJfYScdK5TWbQRoLtw3/12ogreRZ1RR5YZZgZ+MBzwZQizooHzZwBRY2MUto2FCmtbl1H1VgJuttdjikE/61kbrIAaWkhf1NSiSktjbDZhthDVDqYEwKP6Jux8j6qt5jZ2dyXla8vmm1PqSfWzX75HuEPNbcZpu0c5Ucu5pbg7LWaQGV+D28/oUt3IprbjO0k2Vy1SIZZgkB+5rbZNgImzXNoEbYBOhJTHtGsAdyUmHFJaDeLCEorCTSpSVqlpDDNkvIVDWqmvoVtGiWYCYIq+Mh6QudNVkng1+wNvGxTL+a1Iays846C++8847u+HvvvYcJEya4kqmmjhrAIRy026wasDqe2xn/rfidNdNuGXXIqtCkXXq3p7lNrFlCJ44bGFFTBlW4NbO5NTLfZ32mkzmbrOzu4G/IR8P/zTS32uhD5DfRanXtQna2dic0TOG2Ma+kUMQSkLS0K8hh2tzaESiaG2luCT+36tPI91AH79IC65MI1oCtnbjYMdEwtbmlXDvx0+eVZbOsEFdR0CInQzfRtOLv1FhzmwSzhFAAmYygLSIkw1ZX28auOLGL5nz8t1r/yLGCNTm04goMAAY2bpa6YEgHaqKdEQrg9L7Gm7d4cPcRaA7nZoWYZglqvs85mt7QNq5fCdqZeDthaW55Q7UqPGeYlGkfwhMIq42z9if4V7QVFG6ffvrp2L8+ffrg4Ycfxvjx4/HQQw/hoYcewoQJE/Dwww+jX79+5olJYrHhw6GAqV/Hb+8cBQD4+vZTdNGCAoGAYQfdoTAH39xxSuxvbSfTi7EjUkXtgKxsKDO1uTXohOIRyujjvKWfgR0KdMdYLk/s8uUfRuKUnnHhkLWh7K8XDMS7k09EMcfRPbm0bOR2SxVuawyE23DQuK5EorRZwptXH48TGbHOe5U0xwfXD+cn1MjM3w1lLrkGmWYJIeQTUaBa52XphBmynrJ2r4vQrU0ulaeQRgMjygVD2sd+syxY1EEnOyOE2becjM9uPtlQiPnwhuGY+buh+PCG4Rzh1oZZAlF+2iV9MohDkKFJV4vi2YuPwRO/Gmj6rIuHdsR/rx2G/1wzDN/dNUp3/os/jMT1p3SP/U22818NjpdlXlaY8otL1kdy6ZT0jKCSRW12oT8K6eaI9x2aZYR0fUVeVhifTzkZGaEg5t42kvJyEA4Z950k2uvIv3IYbeTYzi1jv5+8cCCe+NXAhjpy1VDqus+nnIwZk47R3f/iZUNM8hNEZohfp4w138Z18XziexphpoknIT/LRcd2wJ3jenHPq5NUUmDNCAbx3Z2jKG8AZD8gMnl89cqh+L8rh2LS0E605jYYxKheRZh51VC8O/lE4XcC+PsItPUwHGTb0KrC5kXHdsBrvxuKL/8wEjN/NxTj+7fF+YPb44VLBuPaEd2YzyDHUjVtcuWOrOuqSRg1YWDUg95tW+C/1w7D/LtGIRAI4ItbR1D+e1kT35TfUPbkk0/G/r344oto2bIlVq5ciRdffBEvvvgiVqxYgYKCAvzrX//yOr9NAtWO1WwTTKvczJi/uQ6FzTCgfYHuGqMOekD7AmpJRzvTNPI/OqJRsLNSeZ1obmN+bgXNEk5muD1RB103duZ3bp2LQR3igxRLCzvxmPYY1KGAqzEiBRSWoBm7LltMc2u0BBTV2NwO7dqKed3w7q1R0MzcefoJ3Vszbd1YwhTpCgwAOjI0w2RAB57m+DgT90aDOrSk6jOpibAyoRnVK66pYQ1QZCfeo7g5epY0N1z16NcuHyd0b42WuZm0FwmXNpQ1y2BpbvlmCerv4hbZOG9we1M/wz2Lm2NI50Ic16WQGZGsdV4WhnWL1yeynQ8n2uGgDgXUs8j6SgpjJ/XQryjwIk4V5maid9vmzOtImmWFdd+oZ0lzdG8MJdw6LwvDiDYRDgWFd8lr+xMzze3RHeP9Rml+Ds4b3L6hjnSjy6p7UXOc2lvvIq99y2aGfkvDJpvhjFYZzOricIN+iqQbEcXOrBhJ2/+RPYt0eSfPqza35DWhYAClBTkY3ClerlkWvSXk52RgeI/WCAUDOs1tIBDACd1ao43FgCW8fQTao8EA28OI2n8FgwGc2L01OrfOxQndG1x2ZoSCGNO3BGMJd4TUvUSdVNMm+3+yrqvXhk02lAHAkM6FaJvf0D93bZOHXiXxephqNrdCRoFlZWVe5yOtqI/GNbcqrFB8RhoD9e+MYADmMUrY1Nbza6b6aCtmCabhdw2W0nh+bnmzY9bEQB1o3PKWQH6fFgYmBrzOnRxkjLIkYpbACq9LIqpht2Ky0aZ5FlaXH6SOqcVOvnNWmDZLYJkdkCFSeWWZYbLUGgjQbSBsU3NLduxGNrckooJQmKG5tbMUTNmrajaM1NXHdTSqYRP5WbXfWGczqqGgmbn5DNkuyXYe1AgKUSX+N1kjWUvPJJkczW1dJEpPGDiax2aZes2tFmqXvIWNRNrsau3NtbBcW+nzotemqWSGg8yNjuS9Rq7vmhtEt2MtR5OhskXLhPyGWWHjKG1m356qQ7HNkKRNLWu1yJ63BIC/4mN12OBqbomEQo1u+ZiaW4F888YyUtBkpU2VeeO1IZNJGQtSG8x2BSaUTFJInS2XTYhYKEBi0GFFAtIJtwzp1lBLqal4WgGo1sBrQ1yTyk9ei9lGExHNrVaY5r0fy8Yy5grMJTc5ZGdq5OeWJ/+LugJTrzMaIELBgKEAG1XE7J+saLVbMjS8bG8JITTLDMXqq5lwy8undsKirS8BzXPJ72zF5pYSblmClgPhlrmhzIZwS7v64ZslqNkitV+6ZVGTshHZLEnWcZ5pSGaY1oaS1dUofwBfE1cfUTR+ZTma28yQzjuIrrvU1B3RHQ9aISbAEbJUqM19nPYWZHw3lQyTELEN7qyMhFv+92RNDkivFqIeVkKUcGvc71PlwaiL5JGYT9aQPk/kdeSkwsqGMgAaswTjemkE1xUYeU1jmizFT6ZAn8WdHBH3srTCdD/ZOJYT7VG0TyLbPbsf8a90K/SGjzzyCA4fPiyU4IIFC/DRRx85ylRTJ26WEK8srOhTZlq2AIy1lNrd81r/urX1fE2h2jYsuQIzaTBGM2yezS0PVtnkuKy5JbVVRgMGT7gl7U6NFOAx4dbIW0JIxBWYeeFZKRpW7HeWzW1WOIhAIBATkjoyzBm2V8RXJXj51GqjWOYL5PhDXm+mnSQhtVes8mB14gHB5IMaYa/hedZtbjOowcvYzy35f4Al3Jppbs3NVMgvFqIEgvjxzDC9qYtsP5RdpZnmlvg+9VGt5pYn3OrNErSyilbLLNoWtOVJrVowvi2tqWTn10iIzGxsTzxCwQBq6vkTYatmCaQWT7R7ICcGZppTs29PFlGYYR8av46tebSsuaX6EEKItpSKmJ/bmF9wxrUiQjlvLCMVHTGbW7KRMsqcbI/Cwi3xmzXh8rNZgtAbrly5Ep06dcJ1112HTz75BLt3746dq6+vx88//4wZM2bghBNOwIUXXojmza2HKk0n1A1lZOM4pafe9kpbsbWahkAggNG9+Ts9jyFsvwC9f93jurDtMslnWbG5LTJx8WQs3KqaYrHnsRq9upTL6nT6t7MWCheg7USNBgxeGZGz9dYG9lyqzW21wWQjFAwYTpLJzW9GWAmmcDzDblftpGmhpuG7qpuJuhfpHYCr4XeP71rIjH4D6Dv7swfRu4gHdSyg/iYFB2uaW/ayOi8fvOtYsMwSnGpu9X5uowyzBL620MweuUBAc0vGmqfLIv77uM4tKaFsANHmWN4cSCib21AwZnN6aq9iagDlTRREzBK0Qqdo+GmtfEqmw6rrIppbo3aYFQoZKjbCwSBa5xn0JwYrRqw+mJ7smdfzBjtV4n5T4ZYoD0b65LimtmmWKyrazt8ts4T4b6t+wXnfMCDw/QEx4Za30qau/gLxcYZUZtHu1RqeQ66Kiq5ukm2PNU9L+Q1lr776Kj7//HPU1dXh4osvRklJCTIzM9G8eXNkZWXh6KOPxr/+9S9ceumlWL16NU4++WSv853SqBUiIxTAJzedhIfP7YdfDdHvUtVWbFZbuv+svrrdpwDwp3P64bITOlPHSM3tg2f3xXUj2TsxAX7EMCNa52XiH5fyd/oaNWaezS0Pq5rb34/shj+dY82bB6kdMbJR4uU5OyOEmb8biucmHUMJB1rUwYjssADgaEKYCwdpzS25+eH+M/tg6pl9IYIVs4QxfYvxyMT++PCGuHcFtUMnO3BVy/LY+QPxyMT+Mbc7JI+ePwBTJ/TBc5MG46QerfHoeQPw0m+PxSXHd4pdo+1wrxvZDQ+c1RcvXDIYD53TDxcdS8dnp8Pvxu8d379t7PcxGoEYMLe5ZdkzipZakFEuvMG/V0lzDO3C3kRHufph+bnVmCXQNrd0WmaCv4jNbfeiPDz966Px5tXH68ps9i0n40/n9MPFQztR+ThrUCn+fG5/fHLTSTrt3Wc3n0zVE+2GsleuOBb3ndkHfzl/ADUoG5kl6Pco0H9rl2o7FDbDjEnH4IVLBuO+M/twvRQYpdu/XT7+dtEg+jxjSVgLKSi8fd0J6EEIyZnhoKHwGwoF0KV1Lp759dF44+rjdeeNzRIYwi0x2ROR78JB2vzETLg0sgfXPlM9372oOZ5prG+x64hyt7qhjITsrskVH7OucXj31pT3EV5fSh4l3/et35+AbsSGSyeaW9KkUM0H+V7kXWp/5lQOZfWV/hVtLUQoGzhwIP7xj3/ghRdewM8//4xNmzbhyJEjaN26NQYNGoTWrcV2WUrifm6DwQB6t23B3Rmr09wylt1ys8K4/ITOeOST1dQ5UmjQPhcALh3W2TCPaoOxMjMLBgI4rQ9fkywSoUxUmGbNPFWtDitCWX5OBs7o3xb3vrtc7AGgNbdGgw0vy9kZQZwgsPuYpxW+cngXXD/zx4bna7wlnDmgFP/6tmGj5+WNbttEPpXRe5zYvRW+Xbc39ncgEMBFx9ECJUuYUr9r//b56M8QbAGgVV4WrhjeJfb3Bcd2AAB0KmyGf3+/CYBewxgOBXUTNJ4NGCmQXnlSF3y0bAcA4JJhnbBk8wEqDXJgZA22rKVkOza36gZKXr2/ZFgn1NZHsaBsn2E6ej+3CmAQxEGbV7NB1GizJMlZje6FKqvpaEs9ipujR6M2nh5Ug7h4aEP9Wbwp/o6hYAA9S5pj0tBO+GnrzwC0fm6DKGqejd8y3BHyN5SF9UFQGP1lPG8Nf5xBTISWb6tgpq0tT+0GqbMHtcOdby2LbQg1E+a0aR7TsSXOGliKJ2b/EsubkZWNOi6Q7p5IjM0SGDa3JmY6uudrBHYzm1tKM8sQ9llBHAD9+5F5oyPaWdO4RikNJr/daLnshM6UO05uEAeO5nZwp5aYeEx7PPbZGgBiKzq8+lNnYJYCaE09GjW3tnZ/Gd9jxVVoorEcUzQYDGLQoEEYNGiQB9lJD1RNhJltqFkYWfVu0YFXa3NrhJo1Kw3CzEZYJIiDKEyzBFVzy+hAzZzIs6iNxAdLo0/BKyJR/6a8ZUTtZgfyOXaXg4w0t0LCccwsga01tZwfi+lEOUtrpEAaMkkzM2w8mLPuEa2elHDb6P6KVw+CgQC6ttEvazdALDsybW7jaWjzp22HZv2MVdd5ohM9+rn6AZ9a2qYilNHvGxGwFTSL6ASwl2p5542Os4QXsl6yosVp0fZ3ZN9s5qbMrJ81ChXODIhA1U/zupAZClLjgpmQRgv7xm3LaLmc54LNyOcviyhngizibUProoydT3Cvsdrf8Wy2zcZy2tTDuqJKFP+KttJbQlJQOwYrrmtYqB2k6NgUseD6wKoNbEM+HAi3wk9pgG2W0OgtgXFO1HMBCam5NdxZzTVLEGteeZzBKEwtmQUomyrWpiztBkIWRt9IpO9jbShzEvWItavXCLKD1vqrjB2ndkObCLfMjR7G2iUjWEEceOUTCgTQtTXbBy1pHq81iaH83DYeM7JrdMt7iApZFtpiIbsL3sYz1gQpy8CGMiKguc3NCpvWfrO6xpvAGm1UU+sXZZsooLnVPl6rRDC2uTWui9qgHyRMswQbmts6YiwxF27ZmlnR8yq0za39DWVkH0JtRDV5d9X/rAqvTyDHCm1bpNzROfCWwPJ0RO0n06wuAPa0rKZjgo+lWyncJgG1IzObgWtnuboNZer/BQfeOhuCqjWzBOPzhmYJFmui1Q1ldoRb0ubW6N14xSrqS1BrU6lCaRWCAaqjYT1TTPPKPyckHDO0bk6EW3qp2Dwdyq6Mo/Gh3XHpP1zIQBBsSIs1AJtmTZee2YayYDDA3dRECjvacqklN5QF9PnT9gdueQ+Jp88/R066WO6cALbmlpz4ar8ZNaHhvEuzzJBuoNVeGTSpazxhxagfVl0ykdplIZtbzbPqNIoHJ5pbI681bFdgpM2teV0JB4PUxN+0/RNJst5LZDKgzVuOA+GW3iTFnoCxCAUCVD214i0h/gyib3Lg59bMLEHr9g6w5rNelJTfUCZxF5YrMBZm51kDm+FzI9YFVSsNwtQsQdOYyc00bvgYVIXJPgwbZq0jfBHUSEq5mSFDswaeUCi6S553Hal1DIDulE8gIkZZwaicT+/TEA1HG+aZvl+fjh1vACosO0gjKPdSxHGyrZB1g7WbPTuT1tyeq4nt7sRbAkuw5nnqCAXp68c0xrhvV5CDjq34IYrJDWVqKRhpJVma2/aNseutRmXSPksLTxClBBiG9t9ox36EWrKPnyNtS1mT1zF96ehO1IDP1CDqDjXk18BbAmvJ10i4YV0D6Ptmo65Um2YXjfZfa8ZCwmqrpzZ63AkExMaSjFAg5vGHh+rNoU/bFgKrM8aTURbkqpjoPSo8gcx8JTUgZJYgKtyKbITjmQyNavQ+05LcDMpZPVDL58Ru1vdFpbDi1rrNrcQ5MbMEM82tbgcZ+zpRza2Ize1pfYrxwFl9sfdQQ4Qb7S3HdS7E478aiJMfm6u716xzIIWGm07tgStP6hL726rNLUsAUYXbHsXNMfN3Q3HjGz9iT+N78LSj143shhlfrmeem3h0O+TnZGBA+3xkZ4Tw/vUn4qxnv9VdRypdTurRGl+v3WPpnXidJG0PRgvRY/uV4J+XDkGf0rggL9LRGE1ALh3WCe1a0mEudfczTGGs7lYm4QZl4OST9460HW0A/7vlZOyrqkUnjc/dD64frnEFBvz53P4Y3Kkl7mncbGjF5lZ7nGWW0KO4OWZeNRQX/2MBda367l/ffgrW7TqEk3q0xpzVuzC4U0u0zsvCm1cfz/RBWxdRYgM0a7KhdRjPcgX26+M6ontRHuWRQxRKS6w5R7YFsv8KmNncEt9E++1JOYp8z8LcTBysrgfQEEp87ppdsXN/u2gQ5TVDm2/2N45fcPvYnnj00zW6Z2rzrb4LTwcg6udW2zcbtVPtubd+fwJenb8RT32+FgC9YlTUPAt5WWFs2FMFgC3cnj2oFEXNs9C3XQus3nFQd15LOBTUeXbRctPoHmiTl4nju7bCF6vj34X1XmY2uSq8jYVWJ9d2hdtAQKyvY9X1+DPiv514S/jVkA4ozM3EoA4FsWPk+MByrza2XwlevGyIYWhnI1jjWdpobv/73/+6mVyTRVRzaxp+16JAWC9gczu6dxFKC3LiQRU0ne6Inm24WiUzYZ3sGMYPaEvt0ra6cmrkCgwATujemor6xsvbGZoBkCQYbPD+UNzov3dA+wL0a6fvGMgSEo3NTsIVbjUbyugl+QBG9ykW9tVp9iygYdAa07fE0Iem2za3lOaWtJXlaGPIzpTaGBKkBeOjipvr/PR2atVM580hFAwgJzNE1QO2uyKxCkoOMFnERpcTGFoTtQw7FDbDKb2KdOU/tGsr9CzR+wSurY/GKl0sehORPe3mKlZZhoMBjOlbgqLmxr6pWYhqbsk2xxIIyTIlBRRtFCtyrwD5ach7urXJo9rHuH5tdRprs8085PkJ/eM79bV9B13v9GVB5oO3oUx7XNs3G5WxVmAuzM3EuH7x+ksKfv3a5VMTYJaf4IxQEKP7FKNtfo7Q5odwMECZJbDICgUxtl9bFDTLNA/iIGhzy3MJ52RDGYlZEw8FApQpAVdIJj6Pti8xM5nSPZNnsx0M4PS+JVzf8tTqQije3k7tbW3MMAsM5GPZ1ppwW19fj+XLl+OXX36hjr/33nsYOHAgJk2a5GrmmiqRmNbFuHJrByWz8JKmz7Vhc2vJLMFsQ5mBf1Gr72Jkc6uicw3EwKo5BKs4yA7ArNNnYRZ/HmjoeM1mySIRyqxOiLSoHbdVW1luehyBgxdxjJQBeC59zMxjWM8n77Bio6q9knS3Zyb0W8knSV2EDOLQ+H8iKW07YJklWK33JOSt2vrEq4Is4ZbS/of5WntSSUhqOPcfjrskK2iWSQuVLCGKco/EmMCAfd7ITIL1HLIdssLNavOiTZP1TPqc8THy+yuKArPIVBkG78oiIxQ0NUvg2dma+bk12lRKlpGTDWW8ftJUuA3SNre88dRoQxnlH9yBzS0L7n4EqxtayDQdnk8mwm+9fPlydO/eHQMHDkTv3r0xceJE7Ny5EyNGjMAVV1yBcePGYf169vKuhCamuTWZuTkZgFiYdkiIN0y1PViZmZm1oQwDY3yr78rSxGZrNkscERFuLbZ7tnAb/83axWoGT8jRbsgx7WhENpQ5FW5jmkL3NbfUpjBO21AozS0h3JJabhvCrUhUKRZa4Y7Mk7lzewfCrSb8Lin0N8ugTXBYZglOqoHRBElkyZfpLYEyS6DLjVw9qq6Lt+k9h2qo6+gITcb5Zk2eeBpEbVVUqHqnT4fyxcy1y6SPa5f5RTdWsY5lU9pFesLFEm7Je0WqRVjA5pZMxyxil7DmlrPJ0mofztPxmJslBKiJAFe4ZUzkWH+LmDjYnQCLbGp0AxGFSrIQtrm944470L17dzz77LN4/fXX8frrr2PVqlW48sor8emnnyInx9ryaDoj6gpMW6+1V1sdoOxobq1g6grMwL+o5Q1ljOtzMunOQkRza1XYYw3e0QRoboMBd5aAnHqFYuXV0YYyzmYSbkx10mMEUdTUgML5pqyjsccI3C+SZr2JVo/EvuZW0fm5JYU+Ec2tUw1+LB3N3zzhlrU0Td5LfXudWUI8zZq6+EfXPkprtqPFbGMTeUvQYLJErmaxviHPHRqJto7pNLcW6wZXcwv+JJCdjvlzw8GAqc1tkCMwM8uDEgb5fQlZRjyXgCI42VBG1iveeErbENNpUtHRROx3LbwbmRte27IKL+oZ67zfEB6VFi5ciMcffxwTJkzAjBkzAAB33303/vCHP0jB1iLirsC0SxrOnnv/WX2RnRHEbWN6ml5r1rfeeGoP5GSEcEb/+I5kR2YJFt/NyFuCCktze8/43prnOh/kyfZ9xfAuaJEdZkaI4yFkliCgU3nsVwOQGQri3gl9uNc4XQ0g7x/WtRU6t2qGvqVsbwBi6cV/8zwekEQ5mluReO6sb81aIudpjdlp0n/3b5ePzq2a4fiuhewbqGcLP4aiNhLVeegghVvtYHbVSV2RlxXGZcM64bxj2qMwNxPnHUN7iHALEa0YS/tPBeEwECZP7N4a7QpyMLp3EZ68cCCywkFu2Fx9HuK/WcItT+OqbTNmNrcigpf2tptO7YHczBCuGdGVed4MXoADRVEoIezco9sbhlumBHxOHsLBoOkKFa+bMQueIWqWUNgsE/3atUDf0hZoydh0aQS/jhrfpz3PN9nj90Wk/biIKzAAOL5rITobeE9ReeCsvsgKN4zvZgFL3MLPG8qENbd79uxBaWmDkX1+fj5yc3Nx/PH6uNYSc0Q3lJnZ2FoVVPqW5mP5/WMEnbobpz3ltKNw46jueHrO2nh+TN6H52gfsGGWwNLcaoRbVgf8u5O64viurTDhmW8a07H0WFPNbXGLbCy59zRLjvNFBkCR/mlwp0KsfND4+9rVFrLyNPOqoYgqztLkmQPwOmQ6Shs7TTtmBWZuorj3a9pJRiiIObeOFKpXdidW0aiCQGxTVsOxajLgiCbdkvxsLJ0ar5P1kahrgR20r8C1ZyR+qwIMT9jUtgfSLCEnM4R5t42MadHOHFAq/C6U1oxRv3ib4Yzyw+rzFE46JNr+q3PrXPx03+mxd7GqjeR5y1AUejUhv1kGFv1xNIY98gV2H6TNOgD6e/7y0DgEAwGMeHwutuw7EjsuZJZApGPmp5g3wdUS0ZTr+5OHx35bgW9za02rzQuKYGSWQJtWiOX79auOR1QBut39seF1/drlY8UDDf3/nFU7Y8ed+LlOZZtbYeE2EAjg4MGDyM7OhqIoCAQCOHLkCCorK6nrWrSw52YinRDdUGZWJ+1UWdOBICD2bDUtsnKb3RPiCDKAdc0t61miQRNEfBXyYPaLmmNWBQcRTaOoIGT2bKfCLb3JLaCzR7QKPRCIfJd4YVODlMAOdRYs12ZmYa8pGI8SLWO79s8RRUEQtFBuZnJEuVlzOWIZCX8nupnmlt83aN1k8d7FbKAlhSOm5pb4TX4bbXUw01aJWH+x2nOYsiO1VjfI5EifwVFF0VXRsCZ8LpUO6UKqMT/aiWZmKGi6HE2mY7bRz8h1FolWmLRaRrF0XNI28uR7o/DLZF3mbZrVYqWfVb8Zz8Wi2/hYcSsu3CqKgqOOOor6++ijj6b+DgQCiETM7RzTHbsbytyykzNCfYKoJtWs46LSZgxwvL/NYG4oExRuyTutPtdMc2sHfoxyfnnZxWkdcrsO8gQcvisw8jfbRMGKbKpeK7qpxU3sTjQUJT7QJyan4ohssmFp5ckBWGuLKNq+zC6LUloz1kYwtoZR7y3BJB8C+iwzecPqxIfUpGZrNLesb1LPeQkTk1gAYhuUeJpbs+AZRnaoVvaMGGEhCr0hPLME8g2NNLd2hXMhOKsiVhHZMKbKfn5DWLidO3eul/lIK8Q3lGmEW815NypUIMAeFISFW2qHsplwG//tXHOrv0FUWKCEbKuaW8Yxp30uX7iN/3ar63DqLcHp/Vpo04v4H1xXYBw/tzyftySsnBvZ4YrgpDScTFjqBfuQRCOyWUf9PLzlaiOBwBjj66hIZxY2gmnz44bm1rTvt6hsI02wSLOEqMYVmAp/EsLQrGoOiWgCyXTMNtiJ2MsDYkGIRHBLc8szSzDyvOLWO5hBuVh0yeaWV2UVxfl+IC8QFm5HjBjhZT7SCnGbW+0B9/MSgGaXZWzJUOx+Kk63hRru2FuCgAAyuFNLLN60H2cOLKWOUwIV8VuNLkY6CNdyaq8ibNhdhhLCeXZiNLf20u5Z3BxrdsajDjldoXJ7b4Lo0rQKOaCQ5a7Y1NyyQsFasrl10CbVELhOSPag0kmz0YXrLYH4rU4+aE1q/IpubeiQyaLCranm1sT2szA3vjGJMkvQbSgzE27N82sUBZD1TDMKiU1VGaEgcjJCOFIXwUk9WlMRwlR4WsfSAn1QgNG9i7F+94Z4+pqyO7F7PCoj6xryO7Mmx7RW38AswSWh1K2ldFZAH8BYicMTiN3GSHvsNlHCTMpPCAu3WttaHtLm1hzh8LtWhV8bBDiqW1GNpojbGxVKEHbR5rZZZggzr9Jvbvz7JYMxe+VOTNAJt4QQFQjg4xtPwvrdhzCmbwneXboNJ3RrpU0qxq2n90T3ojyM7FkUO2a1s8wM0buNua6rOFpNK7x21VD83/ebYqE53fSW4AY8tzm8pTTKzJajueVqlxmHWaFgrWlu7ZXHi5cNQYdC8x3QKrNvORlLNu/HHW8t0zw/Obw7+UTsqqxG9yI6gpqItwR1gqV1qfX+9Sdi+4FqKqJWQ5ru20iyNJSFuZl45YrjkB0O0q7AdGYJxvkxyu7cP4zEkk37ce7Rxt4qWHWwU6tmeG7SYOb1RS2y8dLlx6J5dsOQ/vmtI/Dtuj04Z1A7zF65U3d9PceVV/uWzfCvy4cgPycuLN9y2lHo1iYPt7/1MwC95vbK4V1QmJuJGXPXYePewwCAbkXxCQpvo17smKB9qGtmCQ7r0+dTTsaybRUY07fE9FpfaG498HN79xm98OePVwPw76YyYR1HQUEBWrZsyf2nnrfCV199hTPPPBOlpaUIBAJ49913Y+fq6upwxx13oH///sjNzUVpaSkuvfRSbN++nUpj3759mDRpElq0aIGCggJceeWVOHTokKV8JJp6Qc2t3izBmUBoBTuylNk9lE2bU5tb4vrT+hRTMbZVWuVl4aLjOiIvi57DkY8KBALoU9oCZw4sRWY4iAuGdED7lnyhIzsjhAuP7RgLyQtYd2Q9rj/dKYpobu0KUa3zsnDRsR1NnyWK+8ItW1tr1RUY2cXaiVBmP4iD8KUUp/YutnR9j+LmmHhMe0YG6D8TZS88qEMBTmcM7iJ+btUNe+Q4nxEMYkD7Aoztp09TWHNrcl4k2uKIo9pgqCZss1besmLbq6VL61ycN7i96WSV1c4mDGirE/xJTulVhCGdG1zQtSvIwQVDOiAzHGS+t5GQNapXMaVZzs4I4YJjO8T+1gpLGaGGfpPMc5fWubHfZp9P2FuCT4Tb7kXNce7R7blmgUGDfixRrrNoTyQOIpRxsnvRcR1Nr0k2tmxuFUXBGWecgX/+859o186+v8SqqioMHDgQV1xxBSZOnEidO3z4MJYsWYJ7770XAwcOxP79+3HTTTfhrLPOwqJFi2LXTZo0CTt27MDs2bNRV1eH3/72t7j66qsxc+ZM2/nyGrXzc6qZtSvw0Gmw/xZNm7S5NbMBpnYj61yBCT2OuN6dQdyNJRurbVvbGXhplqC912m5ebnERbsC42huid+0U/f4cSu26Opj7C7jJVJzytJIa7+n1h1eohEKv9v4h5lLLRVRmcZskml3SVgXxMFMc2vrKZpnujiJ5Glp7cKzad+wpyr2m9wYZibQia6auCXcei2MUX2JgbeERGXCmSswYnwnEiVT9KuvW9s2t6FQCMcffzy6du1q++Hjxo3DuHHjmOfy8/Mxe/Zs6tizzz6L4447Dps3b0bHjh2xatUqfPrpp1i4cCGGDGlw5P3MM8/gjDPOwOOPPx7zy+s3xF2BJU5Tq32GaHuwUq+N7HOtbo5zImTR+bCdTAyrjVt7tciGMieDnZMNdFq81NxS3hIsbygz/wasnLPMEqw4PU/kLuFgMKDbAKp9elaShVsr4XdFhZV6we3tpppbm4KFzs+tCza3ps900bbdbeGDNBkSqf5mkw4qLLJREAe3NoJ5LIwZCetuCehm0GYJ7mtu/egdQYt3DtA8oKKiAoFAAAUFBQCA+fPno6CgICbYAsDo0aMRDAaxYMECbjo1NTWorKyk/iUS3oayXiW0/ZrZznR3bG7pv1vlZTUeZydObqTi0b9dvuk1TjW3ednC8zJD3HDHYrWv1Hb2Yn5uLWcrBm8DHQC0bIxW1LutmK28dgORU3jeEnoU5zGu1mrxyA1l9p7PCuJgZeJktEzsBdo+Q9tOnYRCdgMxs4RG4Vbwo/UsFitjs+Ra5VmLZKUisqGsqHlDv9mtTa4rmkHWJLJtvr0NiG4LVBmhIJo1hvglzcHUjbijehVR15s9nl414dffDgbmYlboqRlnRdGat/EwMnFqm28+frqB3ZUoLeTmTnLDJZmkTxW34prbZFNdXY077rgDv/71r2Ob1srLy1FURDekcDiMwsJClJeXc9OaNm0aHnjgAU/zawRvQ9k/LxuC6XPX4/UfNjeep+/jmRAAwLMXH43rZ/5oOS8Bwl/C70d2w8k9WgNgL2X8bngXnKPZCMGalb9wyWBMn7sOpQU5eOyzNcznapO3YmJx57heaFdgf6c5mWM3NJGWzRI0f/PyQLkCc0tzq0ln1rUn4F/fluG6kd0M03jtd0Mxe+VOXH2y/ZUas7yFgwH899pheG/pdm6IaMWB5pYFS6nBW8bTtrGLh3bEjaN62HquXRq+H7lUSGPk6SMR8JSsrAFf1Exg2sT+KP48C78m7PxYmKU24qg2+P3IbuhrcUKi7adZ2X7j6uPxz2/K8PsR3fCPrzfoL7CI9plXnNgFFxJ2r1ZwW7gNBwN4d/KJePm7jbhhVPfY8TeuHoY3F27B7Zq2a/Z8UU8l147ohgOHazGGYZdthYfP7Y/Weeb1SWXaxP7YV1WLzoQdsRFGguWkoZ2wed9hnHxUG9Hs2oKyZ3ewoey2sQ3f8pyjS3FMx5a4/pTu6FGcR43XKW+WwCJRqum6ujpccMEFUBQFzz33nOP07rrrLkyZMiX2d2VlJTp0sNdx2IGnuW3fshn+fG6/mHCrC7+rFQiJAxMGlOKTZeX4aNkO2/m6Y2yv2O+QpkHkZYVxz4Q+untY/VZpQQ4ePrc/AGDD7iq8tWQrAGP7XCvum64dYSyIWcENv61WN5TpIpol0OZWm0z3ojz8ufFbGXFi99Y4sXtr+5ngoPWWMKRzYWxTDAueQCvyCVj9FdNfMmcwmDCgFCu3V2LGl+sBQKjc3CYcDIAMmqrNv2ggE68QCb9rVXPbpnlWrD9xQiAQoPo4UbRtjyWsdW0Tb0eumCUQ3zUzHMTUM/V9ryhuLeerhENBHFXcXFf/B3UoYG7sNSsP2lsCv6PLyQzhgbP7Wcssg9Z51uqTqBCsYrQKlBkO4r4z+1pKzw5U4AwHZgktsjPwp3PiZf6HxolLdV08WJc/RVsLwq12w1d1dTWuvfZa5ObSs5m3337bnZw1ogq2mzZtwhdffEG5GispKcGuXbQPv/r6euzbtw8lJfzZXVZWFrKyslzNpxWMXIEFDAQanbcEzb0ikXH0D2QfFjVCt+Jb0ih7ibThIQdgNx5rXbYVM0ugvCU4yKef7aNoza15J0zWJ1LIsFX3wRZuE+VxwA66PkPzZ7KFW5Hwu2r5um1+aHmSKYhVm1t3zBLiv53WxojLG8q0fm6dIurnNlVgbZ5MNOTGNS/KlHytlNfc5ufTdpS/+c1vXM+MFlWwXbt2LebOnYtWrWgXLcOGDcOBAwewePFiDB7c4P/viy++QDQaxdChQz3Pn11EXYElomHwnmAWHU3FTKigBRA+iYy05LZZguUNZZrLA4EAggH9YB8gZD0n+aSqmY/HDhHbMJ6fW7v9K1Nza1DWyZ4n6G1u6fNJN0sQsLkNWjRLSDZ6swSzDWXuP9MJXmhuLT3fpEBYbuJSGfLLefE6IlXDLNS0U0hFm09lW3Hh9qWXXnL94YcOHcK6detif5eVlWHp0qUoLCxE27Ztcf7552PJkiX48MMPEYlEYna0hYWFyMzMRO/evTF27FhcddVVeP7551FXV4frr78eF110kW89JQDxztF8w5jxQKYVVOxUMl4WdII35zqzZ5IbkPJzMrjXJXLCnpsZr/ZuPNeyzS3jhlAwgKhGw0KbJXhjc+snjOoHC1LIUDdCGtGzWL+RhNXvt8zlbzxKdkeuC1utOS+6+corhII4NP5u0zx5q2dW0G0oM3He0KHQeeQ5cmxw2mQjYs4mhGFFMTOi2GQTst3ogF6SEQqgzqbGm15xc+998rLCOFRTj/7tC0yvJScUXhQplWaqC7desGjRIpxyyimxv1U72Msuuwz3338/3n//fQDAoEGDqPvmzp2LkSNHAgBee+01XH/99Tj11FMRDAZx3nnn4emnn05I/u2iam7NZqlmrsC87AbMBlFRfj+yGw5W12NsvxL0a5ePKacdhVLGZjBt+h0Kc/CPS4fornODkvxs3H1GL+Rkhh3ZI6lY1UCxtN3ajUINx5zkip2OP4YOmr+c1x97DtWiexHbQwIPUrg9uUdrXDeyG9N7wQfXD8d/Fm3BLacdpTtHtrFHzx+AnRXVwp4jkoHey0jD3/+5Zhg+/Hk7bj1d/46JRMTmVn2FsX1LcM3JXXF0x5YuPduVZHRouwgzTegVJ3bBrsoajLYYqIPEVc2toCs1M164ZHBDOPMB1hRHZw4sxcodlRjCCTlMmSV4EE3LCtMvPgYrtldg/e5D+GyFPrKbCNQqhYuv8+7kE/DStxsx+ZTuptdGKNM7L8wS4mmmvFmCF4wcOdLQTkrEhqqwsNDXARtYxIM4GF+nbxhaYZf+2806FggEEAoGBEJNGp9vlhnG/WfFDehvPJW9u1wryD90Tn/0KvFOyLj6ZPc2pbmhudVuFALc09x6pUlwiwuPtbZhQ0UbuOF2zmah/u3z0b892z0dKURcMCRxm0rtol3tUf88rkshjuvC34iXKHiCH3lUrYPBYAB3ndHbtWfbtbs2Q6+5NX5OdkaI6vOcPtNpsB63vCWM6VsiFHJWSygYwN0G39ludEAvGD+gLcYPaIvJry2xnQb5vdxcKete1Fx4I5zX/nQpV2CePsk+qW/gkoLUG2woIzE7rz1rZwZl1HGSHQ1PKHKrYvtR6BLFobMEALzNhcR5RxvK2L9THTc2EFkt12SXn9aTgxtRCt2EJ/iR38onK8/CaAUUt21YWZCKD+dmCX4VP/Rk+MTm1tEGXpf2SjjB62+eCppbf9SkNCMquKHM1CzBhXZjlEaYEm7Z17hVrwVNfH2JVSGLp7nVQmluHUgEfrazdYIb/XeydjPbRetRwm/Z5zUF8lt5VR+9M0vQbijz5jkkbpaRkTDuh4kGKYjx3PAlGkd7HMjfSXqdRAqcPpVtpXCbDMTD79J/a68+pScdwOL4rq1glbGNDrHZm23IpTE2bi0FmgnyQxuXXLXRbwAY+kVNBKpTcW2EOR7Hdy3EwMZl8gkD2gJgL8eRZTJQYBMBD5a9Y1NgeKPf3dxM++6vRDZn+Am/f7/T+7L7k2bEN8px8L2M8GqQ1bZrNdBNc8GIVXagzRKcMa5fQx/Th7AlHxDrf5K/8TrisdsqOzhbKdNvnkw0XQQDTjhBLSOvzIGckjIRypoSoq7AjAS+Ryb210ULu3RYJ+Rlh3F8F3Eh909n98OxnQuZmx/CImYJLtVrsxn7C5cMxsfLyjG+URgEgC//MBI/bNyH845p704mbPJgYxme1sd4A8lXt52C7zfsxbnHtMO5R7fDZyt24syBeuG2oFkGnps0GKFgAJ9PORk/banAGf3tR+Wh65E/Bg83uO6UbigtyMbwHtaj/Xx288lYuaMCo3vrJ0t+Rqu59ZtW/sGz+2JI55a6tpCbFca/rzwOwUDAM1+8bg+yH904HOt3V2GoRmlw/ajuaFeQg5M8jDIlYhImyp/O6YfjutD900uXH4v/rdyJMwcmX7ilAg74xCzB2UqZO+k4YUD7Aky/+Bh0LHQ3XDpJIBAAFMW3mlsp3CaB+IYya5pbkosYUVPCoaDlTTG5WWFuBBYRn4Nu1Wud/06NEFbQLBMXD6Xz2bl1rnBIRC/JMyhDko6tmqFjo2u0VnlZ1PuQM/wRR7XBsG4NA2r3ouboXmQvFrpKU7W5zQqHbG9G61nS3HaM+WSiHSz99j2N+pOTbExCrOD2INu3NB99S/UbEbPCIWb/6yZuCkWs/qmVhfCzXuNPza0TswRzc75EQCqCvCAYACKQZgkSAlFXYMneZBUWMUtwqWL73ZbQa4ICZW2XgItLnJLkop8ESpoifnff5yaUPbZvhFv799Ibgf3xPl6gCvFyQ5kkhrgrsOTujKaXxnhXuVOxk+3fMNmImIC4QbInTBJn6DW38nuq+HOItUeqbXR0gh+FI2dBc8h0XMiMX4nZ3PoTKdwmAVHNrVb4TXR/R5tNeGtzm+4aKa81Fl3b5CI3MyS86U3C5qJGM4gxfe076HeCtp006cHTInc0+jm+cniXJOfEOcE0Ut32b5eP3MwQjiq2FsTFS353UlcAwETNvhYRvPJz6zfUCZhfw2hLm9skEAu/azK1SLZWJpGuwETD/TZVRExAnDD7lhGoj0aRFfZmM0+60KGwGVb/aSyywsnRC+giBzbhwdMqgzu1xKoHx3rmjSGRuOktwe9kZ4SwZOppvtlMBgDdi/Kw6sGxyM6wnidqXtKE22c4FADqgDq34zu7hBRuk0B9RNQVWHK1mSLRYtzaoazVYvvNOb3XUN/ag1cPBQMIBVN/0PcDXu32FyGdlqvt0BQEW8Bc8dHU8OOk225dIgXapryyktFYSet9qrlNsybkD1Q/t2YzVZ0yM8EDm5CfW7c0t2luc5vssJOS1IBsJ1LObbr4PWS2hA/tV7zpfjt1zFKVdX5DCrdJIGJzQ1mi7SVFBtI+pS3YJ6w+y+cujryGNktgv7xqk3ZCN+vBOpoK/ds1uGYa3KllknNineO7NgQbcdKOqah16dZI0gg52U1d0mVDWYYq3EalWYKkkYiwKzD6718N6YBDNfU4rktiInKR+eMJXL85vhPqIlGc0K21o2eFQ1qzhPRCZEPZq1cMxVtLtuKiY635Mm5KvHjZEMxavNWyP2c/MP3iY/DGwi04f7D9oCNe22ZL/AGtuU1iRiSWCaSJ1l0ds+t8qrmVwm0SEN1Qpp29h4KB2C7ORCCyoSwjFMTVJ3dz9VnpiEhZl+RnY/Ip3ROUI39S1CJ1y6BVXpbjvAcF6okk9UmnDWVNmaa8uqKu7Nb7dEOZNEtIAqqNipnmNtkNI5FLY1qb26Y842UhBzOJCCLmK5LUR5olNA2a8mfMaJRfInJDmUQlprk1EeCaJXnnbyKXQNPd5lYOZhIRxAKrSFKddHEn1dRJtoLKS9S+qM6nwq00S0gCqusMnuL2rnG9MH/DXpw9yLoDaTehB1JvG6mffBwmAym0SESQ9SQ98EsYWokzmnIbzfC5WYIUbpOAGtGDJ9BdM6Ibrhnh3I7VKYm0g9WZJSTsyf4gJJebJQLIepIehKSZUpOgKWtu/b6hLL3VZUmiXtAVWLJJ5FK5PvJSwh7tC9J9Q51EjJDcRZ8WSG8JTYOmbG4W9rkrMJ+LV00TUVdgySaRS6DpbpYgBzOJCOQKR1PWCqU7ad4dNhmasGwb64vkhjJJjJhw6/PBiRQ4vRdutQ/wd9m4jbSllIggvWqkB/TYIL90qtKUNwOq8oE0S5DEiMT83Pq74ifSvk/vCszTx/kOv9cFiT+gJoGyyjRZpD/jpkFT/nZ+31AmhdskEDdL8HfNFwks4N6z0jtCGV0X0u3tJaIEE+ieT5I8pMlJ06Apf8eY5laaJUhUUkW4TWYQh3TD73VB4g/CCXTPJ0keITmJaRL43fTQCTGbW6m5lahEU0S4JQXOxAdx8HfZuI3cBS8RgdyE6vPuQ+KApiwUpRNN+TPGvSVIza2kkfoU2VCWyCAOOldgnj7Nf0hNjUQE0n1guk0A0wny08rPnLo0abME6edWoiW2ocznS/GUtwSPn5Xhd6e/HuN3Lb7EH4QS2CYlyUMG62gaNGWXbnJDmURHqrgCCyVwZ3a6B3GQrsAkIkjzlfRATnabBs0ym24QWL9vKGu6Je9TFEWRG8oYZOjC7/q7bNxGamokIlB28FK6bbIEpVlCSnP72J74acsBjO5dnOyseIY6ZkV8GqFMCrcJhpzkpJJw63VO/R6tzWv8rsWX+AMZxCE9aMq2munAdSO7JzsLnhM3S/Cn5ja9JYokQIaq87twm0i3Q3pvCZ4+zneEQnK5WWJOIn1PS5KH3GAq8TtyQ5kBX331Fc4880yUlpYiEAjg3Xffpc4rioKpU6eibdu2yMnJwejRo7F27Vrqmn379mHSpElo0aIFCgoKcOWVV+LQoUMJfAtrpJJwm8gONu393EpJRSKANF9JDygNvewbJD4kI+YKzJ9mCUkVbquqqjBw4EBMnz6def7RRx/F008/jeeffx4LFixAbm4uxowZg+rq6tg1kyZNwooVKzB79mx8+OGH+Oqrr3D11Vcn6hUso3pKAPTaSr+RyPzpIpT5u2hcR2pqJCKQ9cTn3YfEAUH5cSU+R9Xc+tXPbVJtbseNG4dx48YxzymKgqeeegr33HMPzj77bADAq6++iuLiYrz77ru46KKLsGrVKnz66adYuHAhhgwZAgB45plncMYZZ+Dxxx9HaWlpwt5FlAihwve7XRXldsjz8Lv+LguvSaRPYUnqIutJeiBXciR+R+2LpCswi5SVlaG8vByjR4+OHcvPz8fQoUMxf/58AMD8+fNRUFAQE2wBYPTo0QgGg1iwYAE37ZqaGlRWVlL/EgWpufW7WUI4gUugWp+/6bbkKgcziQh+7zMk7iA/s8TvyA1lNikvLwcAFBfTrjSKi4tj58rLy1FUVESdD4fDKCwsjF3DYtq0acjPz4/969Chg8u550Pa3Pq9A0uk79WMdDdLSHObY4kY0h9yeiDNEiR+x+9+bn0r3HrJXXfdhYqKiti/LVu2JOzZBc0y8NnNJ+PjG0/y/bJiIjd5pbtGSjrnl4hA1hO/mzVJ7EN+Z0Xxp/AgSW/8HqHMt35uS0pKAAA7d+5E27ZtY8d37tyJQYMGxa7ZtWsXdV99fT327dsXu59FVlYWsrKy3M+0ABmhIHqWNE/Ks62SSIEz7V2BpblwLxEjLF3GpQWk5tanijFJmqPuyfHrhjLfam67dOmCkpISzJkzJ3assrISCxYswLBhwwAAw4YNw4EDB7B48eLYNV988QWi0SiGDh2a8Dw3NRLp5zYYDNBRedLN5la6eJIIIL1qpAdkX6jAn8KDJL0JS80tn0OHDmHdunWxv8vKyrB06VIUFhaiY8eOuPnmm/HQQw+hR48e6NKlC+69916UlpbinHPOAQD07t0bY8eOxVVXXYXnn38edXV1uP7663HRRRf50lNCqpHoaEjhUBC19f5sKF4jbSklIoSk/9O0gOwPfCo7SNKcmFmCTzW3SRVuFy1ahFNOOSX295QpUwAAl112GV5++WXcfvvtqKqqwtVXX40DBw5g+PDh+PTTT5GdnR2757XXXsP111+PU089FcFgEOeddx6efvrphL9LUyTRS6DhYAC1CXyen5BmCRIRpOY2PQhKm1uJz4ltKPPp7Cupwu3IkSMNG24gEMCDDz6IBx98kHtNYWEhZs6c6UX20p5E+rkFtK7H0otQgrXkktREavjTA1K4jUrhVuJDpCswScqS6MAKasQTIP0Gbun6RyKCDOKQHoTkhjKJz5EbyiQpS6I3OaXz0nxYauQkAkizhPSA7Aql5lbiR2IbyqL+NEuQwq2ES6IFrgxKuE2voVtq5CQiSLOE9CBA2dwmMSMSCQc18JI0S5CkHInWEoXS2IdnOmutJeLIIA7ph9TcSvyIqrn164YyKdxKuISDia0e2hC86YTcUCYRIZFRAyX+IOJTm0ZJeqOu7Pq1fqavNCExhdImJkBLlM72hEE6goVEwoT2YCIrSjogFbcSP6JuAK+TZgmSVIPyc5uQ56XvwJ1ozxSS1ERq+NMPGaFM4kfUMUtuKJOkHInevJLOAl4wwZ4pJKkJ2SbT2IonrfDrsq8kvckIyQ1lkhQl0VqidDZLkK7AJCIk2j2fJPlI2VbiR+SGMknKkugd/Bnp7C0h3V5YYgvpCkwikfgBuaFMkrJQNrcJ31CWXiN3OmutJeLIeiKRSPxAbEOZFG4lqUY4wQNpRih9q6P0cysRISyDfUgkEh+gBl2ql2YJklSDdjuUiOel75JrMI3fXSJOOrcRiUTiH1TNbVQBoj7U3krhVsIlnGAzgUQHjfATiS5rSWoizRIkEokfIM0W66VwK0klEr1UntauwKQaTiJASJolSCQSH0CO1370dSuFWwmXcIKjZoXT2FtCOr+7RBzSq0YazwUlEkmSIVda/RilTAq3Ei6JXgJN580yMvKURIRQSJqvSCSS5EO67vTjpjIp3Eq4kDOzaAICnIfS2OY2KNVwEgEof8iyykgkkiQRCARiCjBpcytJKUgtUSIcNVNBHDx/mr+gTUDS7e0losgNZRKJxC9I4VaSkpBaokQIt+ns5khuKJOIIMM0SyQSv+BnX7dSuJVwIYXNREzM0jmIQziNtdYSccg2KSdEEokkmcSilMkNZZJUgtQSJVxzm2YiHrWhLL1eXWKBQCAQ85Ig64lEIkkmqimhdAUmSSmClObWe+E2nd1hyQ1lElHUSWC6TQAlEom/UDed10vNrSRVSYTBeDiNN8uEE2wCIkldYsJtujUSiUTiK+SGMknKk4jY0dIVWAN+jNMt8Q+qCUu6+YKWSCT+ImaWIDeUSVKVSALMEjISHBHNT1D2zQkoa0nqEjdLkEgkkuQhN5RJUp6EbChL4+hL5M73RNg3S1IXaZYgkUj8QDgoN5RJUpxELJVnpLFZQkiaJUgEUc13pGwrkUiSSTgkbW4lKU4iKm86B3GgA2YkMSMS36NqS6SfW4lEkkyktwRJypNwV2CeP81fJNrtmiR1kWYJEonED8gNZZKUJ9FBHNKZRJS1JHWJtxPZXiQSSfJQNbd1PhyzpHArESIRdZfyc5vGaimpuZUYITW36YH8vhK/E5aaW3tEIhHce++96NKlC3JyctCtWzf86U9/gkIM/oqiYOrUqWjbti1ycnIwevRorF27Nom5bpokYpMTaUOYzv26FG4lRoRiNrdJzojEU6RNtcTvhGUQB3v85S9/wXPPPYdnn30Wq1atwl/+8hc8+uijeOaZZ2LXPProo3j66afx/PPPY8GCBcjNzcWYMWNQXV2dxJw3PRISoSyNw++SSLMEiRGxIA5pPQVs+oTSuROUpASqn1s/bigLJzsDRnz33Xc4++yzMX78eABA586d8frrr+OHH34A0KC1feqpp3DPPffg7LPPBgC8+uqrKC4uxrvvvouLLrooaXlvaiQisEA6RygjkbKtxAhplpAmyO8r8TmxDWXSz601TjjhBMyZMwe//PILAOCnn37CN998g3HjxgEAysrKUF5ejtGjR8fuyc/Px9ChQzF//nxuujU1NaisrKT+SYxJhFkCZXObxj279HMrMUJd4ZDCbdNGmp1I/E5sQ5nU3FrjzjvvRGVlJXr16oVQKIRIJIKHH34YkyZNAgCUl5cDAIqLi6n7iouLY+dYTJs2DQ888IB3GW+CJEZzm77hd0lk+F2JEUFplpAWSLMEid9RFVIRqbm1xn/+8x+89tprmDlzJpYsWYJXXnkFjz/+OF555RVH6d51112oqKiI/duyZYtLOW66JELeCktVBQBpcysxJizNEtKCdPYYI0kN1FUkqbm1yG233YY777wzZjvbv39/bNq0CdOmTcNll12GkpISAMDOnTvRtm3b2H07d+7EoEGDuOlmZWUhKyvL07xLrBNM4whlJNJbgsSIYEy4TeNGkgbIzyvxO37eUOZrze3hw4cR1GwyCoVCiDaqwLt06YKSkhLMmTMndr6yshILFizAsGHDEppXiXNom9v0xYcrPBIfEdPcJjkfEm+RQW0kficj6N8NZb7W3J555pl4+OGH0bFjR/Tt2xc//vgj/vrXv+KKK64A0KC5uPnmm/HQQw+hR48e6NKlC+69916UlpbinHPOSW7mJZaRnXkD0uZWYoT0lpAeSD+3Er+jam6lWYJFnnnmGdx777247rrrsGvXLpSWluKaa67B1KlTY9fcfvvtqKqqwtVXX40DBw5g+PDh+PTTT5GdnZ3EnEvsQG6gSOclV+ktQWJEPIhD+raRdEDO9SV+x88bynwt3DZv3hxPPfUUnnrqKe41gUAADz74IB588MHEZUziCVQQhyTmI9lIza3EiHgQB0lTJp0n+JLUwM8bynxtcytJL8ggDuncr0tvCRIjYuY7adxG0gGpuZX4HdXPrR9tbqVwK/EN0hVYA1JxKzEiFsRBSrdNGml2IvE7sQhlUnMrkfAhO/N0Hril5lZihNpO5FywaSOFW4nfibkC8+GYJYVbiW+gbG7TuF+XNrcSI2QQh/QgKEdnic9R+6L6iP/MEny9oUySXkhXYA1IbwkSI2JBHNJ4dSMdkN9X4nfG9C1B96I8lOT7zzuVFG4lvkHGUm9Aam4lRkjNbXog5/oSv9OhsBk6FDZLdjaYyIUPiW8gNbfpHIJWam4lRoRk+N20ICilW4nENlJzK/ENJfnZCAcDyAgFkR0OJTs7SUPKthIjZISy9EB+XonEPlK4lRgSDCRO2MoIBbHs/jEIBNJbayG9JUiMUH1Lpm8LSQ+ktwSJxD5SuJUYEgoGEE2gD7uczPTV2Kqks0mGxBxV6JGyT9NGbrCVSOwjbW4lhki7vsSTn5OR7CxIfIwM4pAeyL5XIrGPFG4lhkgPBonjxcuG4LjOhXjs/IHJzorEx8ggDumB/L4SiX2kWYLEEBkSN3Gc2rsYp/YuTnY2JD6nWaPpTlaGNOFpykibW4nEPlK4lRiSzhu7JBI/8qsh7VF5pA6/Gdop2VmReIjseiUS+0izBIkhFx3XAQAwtEthknMikUgAoG1+Du6Z0AcdW/nTebrEHaTNrURiH6m5lRhy62k9cXyXVhjSuWWysyKRSCRpg9TcSiT2kcKtxJDMcBCn9CpKdjYkEokkrZCuwCQS+0izBIlEIpFIfEaHltLsRCKxi9TcSiQSiUTiM+6Z0Ad1UQUXDumQ7KxIJCmHFG4lEolEIvEZhbmZeObXRyc7GxJJSiLNEiQSiUQikUgkTQYp3EokEolEIpFImgxSuJVIJBKJRCKRNBmkcCuRSCQSiUQiaTJI4VYikUgkEolE0mSQwq1EIpFIJBKJpMkghVuJRCKRSCQSSZNBCrcSiUQikUgkkiaDFG4lEolEIpFIJE0GKdxKJBKJRCKRSJoMUriVSCQSiUQikTQZwsnOgB9QFAUAUFlZmeScSCQSiUQikUhYqHKaKrfxkMItgIMHDwIAOnTokOScSCQSiUQikUiMOHjwIPLz87nnA4qZ+JsGRKNRbN++Hc2bN0cgEHA9/crKSnTo0AFbtmxBixYtXE9fwkeWffKQZZ8cZLknD1n2yUOWffJIZNkrioKDBw+itLQUwSDfslZqbgEEg0G0b9/e8+e0aNFCNrokIcs+eciyTw6y3JOHLPvkIcs+eSSq7I00tipyQ5lEIpFIJBKJpMkghVuJRCKRSCQSSZNBCrcJICsrC/fddx+ysrKSnZW0Q5Z98pBlnxxkuScPWfbJQ5Z98vBj2csNZRKJRCKRSCSSJoPU3EokEolEIpFImgxSuJVIJBKJRCKRNBmkcCuRSCQSiUQiaTJI4VYikUgkEolE0mSQwm0CmD59Ojp37ozs7GwMHToUP/zwQ7Kz1KS4//77EQgEqH+9evWKna+ursbkyZPRqlUr5OXl4bzzzsPOnTuTmOPU5auvvsKZZ56J0tJSBAIBvPvuu9R5RVEwdepUtG3bFjk5ORg9ejTWrl1LXbNv3z5MmjQJLVq0QEFBAa688kocOnQogW+RmpiV/eWXX65rB2PHjqWukWVvnWnTpuHYY49F8+bNUVRUhHPOOQdr1qyhrhHpYzZv3ozx48ejWbNmKCoqwm233Yb6+vpEvkrKIVL2I0eO1NX7a6+9lrpGlr11nnvuOQwYMCAWmGHYsGH45JNPYuf9XuelcOsxb775JqZMmYL77rsPS5YswcCBAzFmzBjs2rUr2VlrUvTt2xc7duyI/fvmm29i52655RZ88MEHmDVrFubNm4ft27dj4sSJScxt6lJVVYWBAwdi+vTpzPOPPvoonn76aTz//PNYsGABcnNzMWbMGFRXV8eumTRpElasWIHZs2fjww8/xFdffYWrr746Ua+QspiVPQCMHTuWagevv/46dV6WvXXmzZuHyZMn4/vvv8fs2bNRV1eH008/HVVVVbFrzPqYSCSC8ePHo7a2Ft999x1eeeUVvPzyy5g6dWoyXillECl7ALjqqquoev/oo4/Gzsmyt0f79u3xyCOPYPHixVi0aBFGjRqFs88+GytWrACQAnVekXjKcccdp0yePDn2dyQSUUpLS5Vp06YlMVdNi/vuu08ZOHAg89yBAweUjIwMZdasWbFjq1atUgAo8+fPT1AOmyYAlHfeeSf2dzQaVUpKSpTHHnssduzAgQNKVlaW8vrrryuKoigrV65UACgLFy6MXfPJJ58ogUBA2bZtW8Lynupoy15RFOWyyy5Tzj77bO49suzdYdeuXQoAZd68eYqiiPUxH3/8sRIMBpXy8vLYNc8995zSokULpaamJrEvkMJoy15RFGXEiBHKTTfdxL1Hlr17tGzZUvnnP/+ZEnVeam49pLa2FosXL8bo0aNjx4LBIEaPHo358+cnMWdNj7Vr16K0tBRdu3bFpEmTsHnzZgDA4sWLUVdXR32DXr16oWPHjvIbuExZWRnKy8upss7Pz8fQoUNjZT1//nwUFBRgyJAhsWtGjx6NYDCIBQsWJDzPTY0vv/wSRUVF6NmzJ37/+99j7969sXOy7N2hoqICAFBYWAhArI+ZP38++vfvj+Li4tg1Y8aMQWVlZUwTJjFHW/Yqr732Glq3bo1+/frhrrvuwuHDh2PnZNk7JxKJ4I033kBVVRWGDRuWEnU+7PkT0pg9e/YgEolQHxcAiouLsXr16iTlqukxdOhQvPzyy+jZsyd27NiBBx54ACeddBKWL1+O8vJyZGZmoqCggLqnuLgY5eXlyclwE0UtT1Z9V8+Vl5ejqKiIOh8Oh1FYWCi/h0PGjh2LiRMnokuXLli/fj3uvvv/27v7kKiyNw7g31lzzG3KqZ3ZmbFoVnOytdRGe2EKJLSGhKRd6M1AytCorHCpqH7sGvRHRVDQCxUE1QZSLZEFQdZualT0ZjlNFkwpkxL0wiq6tmqW8+wf0aVBSy3H0fv7fuDCnXPPvfecZ85cn7mc6/wP6enpuHHjBkJCQhj7XuDz+ZCfn4/p06djwoQJANCta8yLFy86/Vx82EZd6yz2ALB48WJYrVZERkbC7XZj48aN8Hg8OHPmDADG/ms8ePAADocDra2t0Ol0KCoqQlxcHFwuV78f80xuacBLT09X1hMSEjB16lRYrVb88ccfCA8PD2LLiPrOokWLlPX4+HgkJCRgzJgxKCsrQ1paWhBbph55eXmorKz0m9NPfeNTsf94znh8fDwsFgvS0tJQXV2NMWPG9HUzVSU2NhYulwuNjY04ffo0lixZgitXrgS7Wd3CaQkBZDAYEBIS0uEJwpcvX8JsNgepVeqn1+sxduxYVFVVwWw2o62tDQ0NDX51+B70vg/x/Nx4N5vNHR6mfPfuHerr6/l+9LLo6GgYDAZUVVUBYOy/1urVq3H+/HmUlpZi1KhRSnl3rjFms7nTz8WHbfR5n4p9Z6ZOnQoAfuOesf8yWq0WMTExSE5Oxvbt25GYmIg9e/YMiDHP5DaAtFotkpOTcfnyZaXM5/Ph8uXLcDgcQWyZur1+/RrV1dWwWCxITk5GaGio33vg8XhQW1vL96CXRUVFwWw2+8X6n3/+wa1bt5RYOxwONDQ04O7du0qdkpIS+Hw+5Y8S9Y5nz56hrq4OFosFAGP/pUQEq1evRlFREUpKShAVFeW3vTvXGIfDgQcPHvh9ufjzzz8xbNgwxMXF9U1HBqCuYt8Zl8sFAH7jnrHvHT6fD2/evBkYYz7gj6z9nzt58qSEhYXJsWPH5NGjR7J8+XLR6/V+TxDS11m3bp2UlZWJ1+uV69evy8yZM8VgMMirV69ERGTFihUyevRoKSkpkfLycnE4HOJwOILc6oGpqalJKioqpKKiQgDI7t27paKiQmpqakREZMeOHaLX6+XcuXPidrtl7ty5EhUVJS0tLcoxZs+eLXa7XW7duiXXrl0Tm80mmZmZwerSgPG52Dc1Ncn69evlxo0b4vV65a+//pKkpCSx2WzS2tqqHIOx77mVK1dKRESElJWVyfPnz5WlublZqdPVNebdu3cyYcIEcTqd4nK5pLi4WIxGo2zevDkYXRowuop9VVWVbN26VcrLy8Xr9cq5c+ckOjpaUlJSlGMw9l9m06ZNcuXKFfF6veJ2u2XTpk2i0Wjk0qVLItL/xzyT2z6wb98+GT16tGi1WpkyZYrcvHkz2E1SlYULF4rFYhGtVisjR46UhQsXSlVVlbK9paVFVq1aJcOHD5dvv/1Wfv75Z3n+/HkQWzxwlZaWCoAOy5IlS0Tk/b8D++2338RkMklYWJikpaWJx+PxO0ZdXZ1kZmaKTqeTYcOGSXZ2tjQ1NQWhNwPL52Lf3NwsTqdTjEajhIaGitVqldzc3A5fohn7nuss5gDk6NGjSp3uXGOePn0q6enpEh4eLgaDQdatWydv377t494MLF3Fvra2VlJSUmTEiBESFhYmMTExsmHDBmlsbPQ7DmPfc8uWLROr1SparVaMRqOkpaUpia1I/x/zGhGRwN8fJiIiIiIKPM65JSIiIiLVYHJLRERERKrB5JaIiIiIVIPJLRERERGpBpNbIiIiIlINJrdEREREpBpMbomIiIhINZjcEhEREZFqMLklIupHli5dip9++ilo58/KysK2bdu6VXfRokXYtWtXgFtERNQz/IUyIqI+otFoPrt9y5Yt+OWXXyAi0Ov1fdOoj9y/fx+pqamoqamBTqfrsn5lZSVSUlLg9XoRERHRBy0kIuoak1sioj7y4sULZf3UqVMoKCiAx+NRynQ6XbeSykDJycnBoEGDcOjQoW7vM3nyZCxduhR5eXkBbBkRUfdxWgIRUR8xm83KEhERAY1G41em0+k6TEuYMWMG1qxZg/z8fAwfPhwmkwmHDx/Gv//+i+zsbAwdOhQxMTG4cOGC37kqKyuRnp4OnU4Hk8mErKws/P33359sW3t7O06fPo2MjAy/8gMHDsBms2Hw4MEwmUyYN2+e3/aMjAycPHny64NDRNRLmNwSEfVzv//+OwwGA27fvo01a9Zg5cqVmD9/PqZNm4Z79+7B6XQiKysLzc3NAICGhgakpqbCbrejvLwcxcXFePnyJRYsWPDJc7jdbjQ2NmLSpElKWXl5OdauXYutW7fC4/GguLgYKSkpfvtNmTIFt2/fxps3bwLTeSKiHmJyS0TUzyUmJuLXX3+FzWbD5s2bMXjwYBgMBuTm5sJms6GgoAB1dXVwu90AgP3798Nut2Pbtm0YN24c7HY7jhw5gtLSUjx+/LjTc9TU1CAkJATff/+9UlZbW4shQ4Zgzpw5sFqtsNvtWLt2rd9+kZGRaGtr85tyQUQUTExuiYj6uYSEBGU9JCQE3333HeLj45Uyk8kEAHj16hWA9w+GlZaWKnN4dTodxo0bBwCorq7u9BwtLS0ICwvze+ht1qxZsFqtiI6ORlZWFgoLC5W7wx+Eh4cDQIdyIqJgYXJLRNTPhYaG+r3WaDR+ZR8SUp/PBwB4/fo1MjIy4HK5/JYnT550mFbwgcFgQHNzM9ra2pSyoUOH4t69ezhx4gQsFgsKCgqQmJiIhoYGpU59fT0AwGg09kpfiYi+FpNbIiKVSUpKwsOHD/HDDz8gJibGbxkyZEin+0ycOBEA8OjRI7/yQYMGYebMmdi5cyfcbjeePn2KkpISZXtlZSVGjRoFg8EQsP4QEfUEk1siIpXJy8tDfX09MjMzcefOHVRXV+PixYvIzs5Ge3t7p/sYjUYkJSXh2rVrStn58+exd+9euFwu1NTU4Pjx4/D5fIiNjVXqXL16FU6nM+B9IiLqLia3REQqExkZievXr6O9vR1OpxPx8fHIz8+HXq/HN998+rKfk5ODwsJC5bVer8eZM2eQmpqKH3/8EYcOHcKJEycwfvx4AEBrayvOnj2L3NzcgPeJiKi7+CMOREQE4P1DZbGxsTh16hQcDkeX9Q8ePIiioiJcunSpD1pHRNQ9vHNLREQA3v/ng+PHj3/2xx4+Fhoain379gW4VUREPcM7t0RERESkGrxzS0RERESqweSWiIiIiFSDyS0RERERqQaTWyIiIiJSDSa3RERERKQaTG6JiIiISDWY3BIRERGRajC5JSIiIiLVYHJLRERERKrxH3SwVwyaSHCPAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Beats detected: 690 | Mean HR: 141.5 bpm\n",
            "\n",
            "--------------------------------------------------------------------\n",
            "\n",
            "SDNN: 64.9 ms | RMSSD: 108.1 ms\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "LF power: 0.0004 | HF power: 0.0009 | LF/HF: 0.45\n",
            "\n",
            "--------------------------------------------------------------------\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "--------------------------------------------------------------------\n",
            "\n",
            "Saved: ppg_timeseries.csv, ppg_metrics.json\n"
          ]
        }
      ],
      "source": [
        "\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from scipy import signal\n",
        "from scipy.signal import butter, filtfilt, find_peaks, welch, detrend\n",
        "from scipy.interpolate import interp1d\n",
        "import pandas as pd\n",
        "from dataclasses import dataclass\n",
        "import json\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n",
        "\n",
        "\n",
        "# -----------------------------\n",
        "# Config & simulation\n",
        "# -----------------------------\n",
        "np.random.seed(42)\n",
        "plt.rcParams['figure.figsize'] = (8, 4)\n",
        "print(\"\")\n",
        "print(\"--------------------------------------------------------------------\")\n",
        "print(\"\")\n",
        "\n",
        "@dataclass\n",
        "class PPGConfig:\n",
        "    fs: int = 100          # sampling rate (Hz)\n",
        "    duration_s: int = 300  # 5 minutes\n",
        "    mean_hr_bpm: float = 70.0\n",
        "    hr_std_bpm: float = 4.0\n",
        "    resp_hz: float = 0.25  # ~15 breaths/min baseline wander\n",
        "    motion_amp: float = 0.02\n",
        "    white_noise_std: float = 0.015\n",
        "\n",
        "cfg = PPGConfig()\n",
        "t = np.arange(0, cfg.duration_s, 1/cfg.fs)\n",
        "\n",
        "def simulate_ppg(t, cfg: PPGConfig):\n",
        "    mean_rr = 60.0 / cfg.mean_hr_bpm\n",
        "    rr_sigma = (60.0/cfg.mean_hr_bpm - 60.0/(cfg.mean_hr_bpm + cfg.hr_std_bpm)) / 2.0\n",
        "    rr_sigma = max(rr_sigma, 0.02)\n",
        "    rr = np.random.normal(loc=mean_rr, scale=rr_sigma, size=int(cfg.duration_s * cfg.mean_hr_bpm/60)+50)\n",
        "    rr = np.clip(rr, 0.5*mean_rr, 1.5*mean_rr)\n",
        "    beat_times = np.cumsum(rr)\n",
        "    beat_times = beat_times[beat_times < t[-1] - 1/cfg.fs]\n",
        "    kernel_len = int(1.2 * cfg.fs)\n",
        "    xk = np.linspace(0, 1.2, kernel_len)\n",
        "    kernel = (xk**2) * np.exp(-3*xk)\n",
        "    kernel /= kernel.max()\n",
        "    ppg = np.zeros_like(t)\n",
        "    for bt in beat_times:\n",
        "        idx = int(bt * cfg.fs)\n",
        "        if idx + kernel_len < len(ppg):\n",
        "            ppg[idx:idx+kernel_len] += kernel\n",
        "    baseline = 0.2 * np.sin(2*np.pi*cfg.resp_hz*t)\n",
        "    drift = signal.savgol_filter(np.random.randn(len(t))*cfg.motion_amp, 501, 3)\n",
        "    spikes = np.zeros_like(t)\n",
        "    spike_idx = np.random.choice(len(t), size=len(t)//500, replace=False)\n",
        "    spikes[spike_idx] = np.random.uniform(0.2, 0.5, size=spike_idx.size)\n",
        "    noise = np.random.randn(len(t)) * cfg.white_noise_std\n",
        "\n",
        "    raw = ppg + baseline + drift + spikes + noise\n",
        "    return raw, ppg, beat_times\n",
        "\n",
        "raw, clean_ref, true_beats_s = simulate_ppg(t, cfg)\n",
        "print(f\"Simulated {cfg.duration_s/60:.1f} min PPG @ {cfg.fs} Hz, mean HR ~{cfg.mean_hr_bpm} bpm\")\n",
        "\n",
        "# -----------------------------\n",
        "# Preprocessing\n",
        "# -----------------------------\n",
        "def bandpass(sig, fs, lo=0.5, hi=5.0, order=3):\n",
        "    b, a = butter(order, [lo/(fs/2), hi/(fs/2)], btype='band')\n",
        "    return filtfilt(b, a, sig)\n",
        "\n",
        "raw_detr = detrend(raw, type='linear')\n",
        "filt = bandpass(raw_detr, cfg.fs, lo=0.5, hi=5.0, order=3)\n",
        "i0 = 10*cfg.fs\n",
        "i1 = i0 + 10*cfg.fs\n",
        "plt.figure()\n",
        "plt.title('Raw vs. Filtered PPG (10 s)')\n",
        "plt.plot(t[i0:i1], raw[i0:i1], label='Raw')\n",
        "plt.plot(t[i0:i1], filt[i0:i1], label='Filtered')\n",
        "plt.xlabel('Time (s)')\n",
        "plt.ylabel('Amplitude')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "print(\"\")\n",
        "print(\"--------------------------------------------------------------------\")\n",
        "print(\"\")\n",
        "\n",
        "# -----------------------------\n",
        "# Peak detection -> HR series\n",
        "# -----------------------------\n",
        "min_hr, max_hr = 40, 200\n",
        "min_distance = int((60/max_hr)*cfg.fs)\n",
        "peaks, props = find_peaks(filt, distance=min_distance, prominence=np.std(filt)*0.3)\n",
        "peak_times = peaks / cfg.fs\n",
        "\n",
        "rr = np.diff(peak_times)\n",
        "hr_inst = 60.0 / rr\n",
        "hr_t = peak_times[1:]\n",
        "\n",
        "plt.figure()\n",
        "plt.title('Detected Beats (10 s window)')\n",
        "plt.plot(t[i0:i1], filt[i0:i1])\n",
        "mask = (peak_times>=t[i0]) & (peak_times<=t[i1])\n",
        "idx_mask = (peak_times[mask]*cfg.fs).astype(int)\n",
        "idx_mask = idx_mask[idx_mask < len(filt)]\n",
        "plt.plot(peak_times[mask], filt[idx_mask], 'o', label='Beats')\n",
        "plt.xlabel('Time (s)')\n",
        "plt.ylabel('Amplitude')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "print(\"\")\n",
        "print(\"--------------------------------------------------------------------\")\n",
        "print(\"\")\n",
        "\n",
        "plt.figure()\n",
        "plt.title('Heart Rate over Time')\n",
        "plt.plot(hr_t, hr_inst)\n",
        "plt.xlabel('Time (s)')\n",
        "plt.ylabel('HR (bpm)')\n",
        "plt.show()\n",
        "\n",
        "print(f\"Beats detected: {len(peaks)} | Mean HR: {np.mean(hr_inst):.1f} bpm\" if len(hr_inst)>0 else \"Insufficient beats detected.\")\n",
        "print(\"\")\n",
        "print(\"--------------------------------------------------------------------\")\n",
        "print(\"\")\n",
        "\n",
        "\n",
        "\n",
        "# -----------------------------\n",
        "# HRV metrics (time & frequency)\n",
        "# -----------------------------\n",
        "def time_domain_hrv(rr):\n",
        "    if len(rr) < 2:\n",
        "        return np.nan, np.nan\n",
        "    sdnn = np.std(rr, ddof=1)\n",
        "    rmssd = np.sqrt(np.mean(np.diff(rr)**2)) if len(rr)>1 else np.nan\n",
        "    return sdnn, rmssd\n",
        "\n",
        "sdnn, rmssd = time_domain_hrv(rr)\n",
        "if not np.isnan(sdnn):\n",
        "    print(f\"SDNN: {sdnn*1000:.1f} ms | RMSSD: {rmssd*1000:.1f} ms\")\n",
        "else:\n",
        "    print(\"Not enough RR intervals for time-domain HRV.\")\n",
        "if len(rr) > 10:\n",
        "    fs_hrv = 4.0\n",
        "    rr_interp_t = np.arange(hr_t[0], hr_t[-1], 1/fs_hrv)\n",
        "    f_rr = interp1d(hr_t, rr, kind='cubic', fill_value='extrapolate', bounds_error=False)\n",
        "    rr_even = f_rr(rr_interp_t)\n",
        "    f, Pxx = welch(rr_even - np.mean(rr_even), fs=fs_hrv, nperseg=min(256, len(rr_even)))\n",
        "    lf_band = (f>=0.04) & (f<0.15)\n",
        "    hf_band = (f>=0.15) & (f<0.40)\n",
        "    lf_power = np.trapezoid(Pxx[lf_band], f[lf_band])\n",
        "    hf_power = np.trapezoid(Pxx[hf_band], f[hf_band])\n",
        "    lf_hf = lf_power/hf_power if hf_power>0 else np.nan\n",
        "\n",
        "    plt.figure()\n",
        "    plt.title('HRV Power Spectral Density')\n",
        "    plt.semilogy(f, Pxx)\n",
        "    plt.xlabel('Frequency (Hz)')\n",
        "    plt.ylabel('PSD')\n",
        "    plt.show()\n",
        "\n",
        "    print(f\"LF power: {lf_power:.4f} | HF power: {hf_power:.4f} | LF/HF: {lf_hf:.2f}\")\n",
        "else:\n",
        "    print('Not enough beats for frequency-domain HRV.')\n",
        "\n",
        "\n",
        "print(\"\")\n",
        "print(\"--------------------------------------------------------------------\")\n",
        "print(\"\")\n",
        "\n",
        "# -----------------------------\n",
        "# Poincaré plot\n",
        "# -----------------------------\n",
        "if len(rr) > 2:\n",
        "    x = rr[:-1]\n",
        "    y = rr[1:]\n",
        "    plt.figure()\n",
        "    plt.title('Poincaré Plot (RR_n vs RR_{n+1})')\n",
        "    plt.scatter(x, y, s=10)\n",
        "    plt.xlabel('RR_n (s)')\n",
        "    plt.ylabel('RR_{n+1} (s)')\n",
        "    plt.axis('equal')\n",
        "    plt.show()\n",
        "else:\n",
        "    print('Not enough RR intervals for Poincaré plot.')\n",
        "\n",
        "print(\"\")\n",
        "print(\"--------------------------------------------------------------------\")\n",
        "print(\"\")\n",
        "\n",
        "# -----------------------------\n",
        "# Export artifacts\n",
        "# -----------------------------\n",
        "df = pd.DataFrame({'time_s': t, 'raw_ppg': raw, 'filtered_ppg': filt})\n",
        "df.to_csv('ppg_timeseries.csv', index=False)\n",
        "\n",
        "metrics = {\n",
        "    'mean_hr_bpm': float(np.mean(hr_inst)) if len(hr_inst)>0 else np.nan,\n",
        "    'sdnn_ms': float(sdnn*1000) if not np.isnan(sdnn) else np.nan,\n",
        "    'rmssd_ms': float(rmssd*1000) if not np.isnan(rmssd) else np.nan,\n",
        "}\n",
        "with open('ppg_metrics.json', 'w') as f:\n",
        "    json.dump(metrics, f, indent=2)\n",
        "\n",
        "print(\"Saved: ppg_timeseries.csv, ppg_metrics.json\")\n"
      ]
    }
  ]
}
